{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "import numpy\n",
    "import pandas\n",
    "import scipy\n",
    "import re\n",
    "import string\n",
    "import datetime\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as plt\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pandas.options.mode.chained_assignment = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Грузим файлик с багами\n",
    "file=open('./jbsoa.csv')\n",
    "data=pandas.read_csv(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Issue_key</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Status</th>\n",
       "      <th>Project_name</th>\n",
       "      <th>Priority</th>\n",
       "      <th>Resolution</th>\n",
       "      <th>Components</th>\n",
       "      <th>Labels</th>\n",
       "      <th>...</th>\n",
       "      <th>JMS_lab</th>\n",
       "      <th>MessCore_lab</th>\n",
       "      <th>Tools_lab</th>\n",
       "      <th>EAP_lab</th>\n",
       "      <th>jUddi_lab</th>\n",
       "      <th>BPEL_lab</th>\n",
       "      <th>JBossWS_lab</th>\n",
       "      <th>JBRules_lab</th>\n",
       "      <th>Examples_lab</th>\n",
       "      <th>Other_lab</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6121</td>\n",
       "      <td>0</td>\n",
       "      <td>SOA-3584</td>\n",
       "      <td>Client Recieving java.lang.IndexOutOfBoundsExc...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6122</td>\n",
       "      <td>1</td>\n",
       "      <td>SOA-3546</td>\n",
       "      <td>jpdl-3.2.xsd is missing cancel-event attribute</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBPM - standalone JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6123</td>\n",
       "      <td>2</td>\n",
       "      <td>SOA-3052</td>\n",
       "      <td>JBDS 4 - jBPM upload URL is:  \"/jbpm-console/u...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBPM - within SOA Tooling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6124</td>\n",
       "      <td>3</td>\n",
       "      <td>SOA-3417</td>\n",
       "      <td>BusinessRulesProcessor action needs better sup...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6125</td>\n",
       "      <td>4</td>\n",
       "      <td>SOA-3011</td>\n",
       "      <td>remove backport-util-concurrent.jar in SOA-P</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Compatibility EAP JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6126</td>\n",
       "      <td>5</td>\n",
       "      <td>SOA-3515</td>\n",
       "      <td>JBossWS-CXF JBWS944 test broken</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossWS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6127</td>\n",
       "      <td>6</td>\n",
       "      <td>SOA-1266</td>\n",
       "      <td>Scout creates a new AuthToken for every invoca...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6128</td>\n",
       "      <td>7</td>\n",
       "      <td>SOA-2030</td>\n",
       "      <td>JmsConnectionPool searches for associated JmsS...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6129</td>\n",
       "      <td>8</td>\n",
       "      <td>SOA-3667</td>\n",
       "      <td>How to enable brms to use modeshape when jboss...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Documentation EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6130</td>\n",
       "      <td>9</td>\n",
       "      <td>SOA-3431</td>\n",
       "      <td>JBossWS Native testsuite depends on aop versio...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Build Process JBossWS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6131</td>\n",
       "      <td>10</td>\n",
       "      <td>SOA-2725</td>\n",
       "      <td>admin console shows incorrect status of esb de...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6132</td>\n",
       "      <td>11</td>\n",
       "      <td>SOA-2280</td>\n",
       "      <td>JBoss Messaging client libraries are not inclu...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>EAP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6133</td>\n",
       "      <td>12</td>\n",
       "      <td>SOA-3040</td>\n",
       "      <td>Error Handling in docs needs clarification</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Documentation JBossESB</td>\n",
       "      <td>documentation</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6134</td>\n",
       "      <td>13</td>\n",
       "      <td>SOA-3348</td>\n",
       "      <td>Incorrect Transformation when using 'Create XM...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6135</td>\n",
       "      <td>14</td>\n",
       "      <td>SOA-1916</td>\n",
       "      <td>JON console - user can not univentory/delete q...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JON Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6136</td>\n",
       "      <td>15</td>\n",
       "      <td>SOA-2211</td>\n",
       "      <td>soapui client fails to load multiple interface...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6137</td>\n",
       "      <td>16</td>\n",
       "      <td>SOA-3486</td>\n",
       "      <td>Access to repository is blocked after fulltext...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6138</td>\n",
       "      <td>17</td>\n",
       "      <td>SOA-3603</td>\n",
       "      <td>EDS 5.2 PDF documentation missing</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6139</td>\n",
       "      <td>18</td>\n",
       "      <td>SOA-3581</td>\n",
       "      <td>CXF compiled against wrong AOP version</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Build Process JBossWS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6140</td>\n",
       "      <td>19</td>\n",
       "      <td>SOA-2776</td>\n",
       "      <td>Principal and credentials can not be auto-disc...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JON</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6141</td>\n",
       "      <td>20</td>\n",
       "      <td>SOA-3532</td>\n",
       "      <td>jBPM 3.2.x 2 allows user to deploy process ins...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>6142</td>\n",
       "      <td>21</td>\n",
       "      <td>SOA-3039</td>\n",
       "      <td>HttpRouter handles problems inconsistently</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6143</td>\n",
       "      <td>22</td>\n",
       "      <td>SOA-3671</td>\n",
       "      <td>Please upgrade or apply fix to Apache's XMLBeans</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Distribution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6144</td>\n",
       "      <td>23</td>\n",
       "      <td>SOA-3548</td>\n",
       "      <td>CLONE - jruby.jar as shipped with the scriptin...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Examples</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>6145</td>\n",
       "      <td>24</td>\n",
       "      <td>SOA-3439</td>\n",
       "      <td>modeshape sequencing performance predictability</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>EDS</td>\n",
       "      <td>modeshape</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6146</td>\n",
       "      <td>25</td>\n",
       "      <td>SOA-3221</td>\n",
       "      <td>Improve POSTHttpMethodFactory so it handles by...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6147</td>\n",
       "      <td>26</td>\n",
       "      <td>SOA-3099</td>\n",
       "      <td>Please remove cruft from bpm_orchestration1 qu...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6148</td>\n",
       "      <td>27</td>\n",
       "      <td>SOA-3652</td>\n",
       "      <td>User cannot login to JUDDI Console under certa...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>jUDDI - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6149</td>\n",
       "      <td>28</td>\n",
       "      <td>SOA-3542</td>\n",
       "      <td>BPEL web console doesn't work properly on Inte...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>riftsaw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6150</td>\n",
       "      <td>29</td>\n",
       "      <td>SOA-3663</td>\n",
       "      <td>SoapUIClientService throws NullPointerExceptio...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268</th>\n",
       "      <td>10389</td>\n",
       "      <td>268</td>\n",
       "      <td>SOA-830</td>\n",
       "      <td>Enterprise console - deploying an ESB, if the ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Out of Date</td>\n",
       "      <td>Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2269</th>\n",
       "      <td>10390</td>\n",
       "      <td>269</td>\n",
       "      <td>SOA-3219</td>\n",
       "      <td>Termination handler transaction rollback excep...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Cannot Reproduce</td>\n",
       "      <td>riftsaw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2270</th>\n",
       "      <td>10391</td>\n",
       "      <td>270</td>\n",
       "      <td>SOA-3190</td>\n",
       "      <td>Quickstarts fail to compile or deploy dependin...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Examples Tooling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2271</th>\n",
       "      <td>10392</td>\n",
       "      <td>271</td>\n",
       "      <td>SOA-475</td>\n",
       "      <td>embedded servers needs some time after startup...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Embedded Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2272</th>\n",
       "      <td>10393</td>\n",
       "      <td>272</td>\n",
       "      <td>SOA-1153</td>\n",
       "      <td>Unused file (test.jsp) should be removed</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2273</th>\n",
       "      <td>10394</td>\n",
       "      <td>273</td>\n",
       "      <td>SOA-3445</td>\n",
       "      <td>Teiid Designer - SalesForce Connection Profile...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2274</th>\n",
       "      <td>10395</td>\n",
       "      <td>274</td>\n",
       "      <td>SOA-2650</td>\n",
       "      <td>Partial Results processing fails too easily wh...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2275</th>\n",
       "      <td>10396</td>\n",
       "      <td>275</td>\n",
       "      <td>SOA-3399</td>\n",
       "      <td>jBPM tests consistently shows potential deadlo...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2276</th>\n",
       "      <td>10397</td>\n",
       "      <td>276</td>\n",
       "      <td>SOA-386</td>\n",
       "      <td>jBPM hibernate config for standalone is incomp...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Configuration JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2277</th>\n",
       "      <td>10398</td>\n",
       "      <td>277</td>\n",
       "      <td>SOA-727</td>\n",
       "      <td>EBWS - OneWay services or services without fau...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2278</th>\n",
       "      <td>10399</td>\n",
       "      <td>278</td>\n",
       "      <td>SOA-2208</td>\n",
       "      <td>ContextInstance.deleteVariable() does not dele...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBPM - standalone</td>\n",
       "      <td>rn-done-resolved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2279</th>\n",
       "      <td>10400</td>\n",
       "      <td>279</td>\n",
       "      <td>SOA-1131</td>\n",
       "      <td>unknown webservice_jbossws_adapter_01</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Documentation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>10401</td>\n",
       "      <td>280</td>\n",
       "      <td>SOA-2406</td>\n",
       "      <td>[JBPM-2958] Timer should refer to the business...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>Documentation JBPM - standalone JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2281</th>\n",
       "      <td>10402</td>\n",
       "      <td>281</td>\n",
       "      <td>SOA-243</td>\n",
       "      <td>request for mvel library update</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBoss Rules</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2282</th>\n",
       "      <td>10403</td>\n",
       "      <td>282</td>\n",
       "      <td>SOA-1627</td>\n",
       "      <td>Negative values shows up in Overall Bytes at t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>10404</td>\n",
       "      <td>283</td>\n",
       "      <td>SOA-254</td>\n",
       "      <td>CreateNewProcess does not propagate token/proc...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Rejected</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2284</th>\n",
       "      <td>10405</td>\n",
       "      <td>284</td>\n",
       "      <td>SOA-2938</td>\n",
       "      <td>BPEL process deployed on SOA-P 5.1 with CXF st...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBossWS riftsaw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2285</th>\n",
       "      <td>10406</td>\n",
       "      <td>285</td>\n",
       "      <td>SOA-2733</td>\n",
       "      <td>Unable to select fault variable data type in f...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>BPEL editor</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2286</th>\n",
       "      <td>10407</td>\n",
       "      <td>286</td>\n",
       "      <td>SOA-1500</td>\n",
       "      <td>webservice_producer Internal Server Error/500</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Out of Date</td>\n",
       "      <td>Examples</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2287</th>\n",
       "      <td>10408</td>\n",
       "      <td>287</td>\n",
       "      <td>SOA-435</td>\n",
       "      <td>StringTemplateProcessor does not propagate mes...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Won't Fix</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2288</th>\n",
       "      <td>10409</td>\n",
       "      <td>288</td>\n",
       "      <td>SOA-983</td>\n",
       "      <td>Scheduling: Multiple cron schedules not supported</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2289</th>\n",
       "      <td>10410</td>\n",
       "      <td>289</td>\n",
       "      <td>SOA-1214</td>\n",
       "      <td>Extend /jboss-as/tools/cosole to support MS-SQL</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Won't Fix</td>\n",
       "      <td>Tooling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>10411</td>\n",
       "      <td>290</td>\n",
       "      <td>SOA-1768</td>\n",
       "      <td>ERROR message shows up when deleting an alread...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>10412</td>\n",
       "      <td>291</td>\n",
       "      <td>SOA-1695</td>\n",
       "      <td>jUDDI database initialization fails on Oracle ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Configuration Deployment JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2292</th>\n",
       "      <td>10413</td>\n",
       "      <td>292</td>\n",
       "      <td>SOA-1704</td>\n",
       "      <td>jUDDI v3 cannot be certified with SQl Server 2...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>jUDDI - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2293</th>\n",
       "      <td>10414</td>\n",
       "      <td>293</td>\n",
       "      <td>SOA-159</td>\n",
       "      <td>soa-4.2.0-IR6.0.zip - JBossESB Management Cons...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Tooling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>10415</td>\n",
       "      <td>294</td>\n",
       "      <td>SOA-378</td>\n",
       "      <td>need to investigate why PermGen space has to b...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Configuration</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>10416</td>\n",
       "      <td>295</td>\n",
       "      <td>SOA-1265</td>\n",
       "      <td>SoapUIClientService: not handling nested colle...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Duplicate Issue</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>10417</td>\n",
       "      <td>296</td>\n",
       "      <td>SOA-1940</td>\n",
       "      <td>XPath Router couldn't create new DOM document</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2297</th>\n",
       "      <td>10418</td>\n",
       "      <td>297</td>\n",
       "      <td>SOA-2084</td>\n",
       "      <td>EBWS: deployment fails with xsd in nested loca...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>rn-dmison rn-done-resolved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2298 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0  Unnamed: 0.1 Issue_key  \\\n",
       "0           6121             0  SOA-3584   \n",
       "1           6122             1  SOA-3546   \n",
       "2           6123             2  SOA-3052   \n",
       "3           6124             3  SOA-3417   \n",
       "4           6125             4  SOA-3011   \n",
       "5           6126             5  SOA-3515   \n",
       "6           6127             6  SOA-1266   \n",
       "7           6128             7  SOA-2030   \n",
       "8           6129             8  SOA-3667   \n",
       "9           6130             9  SOA-3431   \n",
       "10          6131            10  SOA-2725   \n",
       "11          6132            11  SOA-2280   \n",
       "12          6133            12  SOA-3040   \n",
       "13          6134            13  SOA-3348   \n",
       "14          6135            14  SOA-1916   \n",
       "15          6136            15  SOA-2211   \n",
       "16          6137            16  SOA-3486   \n",
       "17          6138            17  SOA-3603   \n",
       "18          6139            18  SOA-3581   \n",
       "19          6140            19  SOA-2776   \n",
       "20          6141            20  SOA-3532   \n",
       "21          6142            21  SOA-3039   \n",
       "22          6143            22  SOA-3671   \n",
       "23          6144            23  SOA-3548   \n",
       "24          6145            24  SOA-3439   \n",
       "25          6146            25  SOA-3221   \n",
       "26          6147            26  SOA-3099   \n",
       "27          6148            27  SOA-3652   \n",
       "28          6149            28  SOA-3542   \n",
       "29          6150            29  SOA-3663   \n",
       "...          ...           ...       ...   \n",
       "2268       10389           268   SOA-830   \n",
       "2269       10390           269  SOA-3219   \n",
       "2270       10391           270  SOA-3190   \n",
       "2271       10392           271   SOA-475   \n",
       "2272       10393           272  SOA-1153   \n",
       "2273       10394           273  SOA-3445   \n",
       "2274       10395           274  SOA-2650   \n",
       "2275       10396           275  SOA-3399   \n",
       "2276       10397           276   SOA-386   \n",
       "2277       10398           277   SOA-727   \n",
       "2278       10399           278  SOA-2208   \n",
       "2279       10400           279  SOA-1131   \n",
       "2280       10401           280  SOA-2406   \n",
       "2281       10402           281   SOA-243   \n",
       "2282       10403           282  SOA-1627   \n",
       "2283       10404           283   SOA-254   \n",
       "2284       10405           284  SOA-2938   \n",
       "2285       10406           285  SOA-2733   \n",
       "2286       10407           286  SOA-1500   \n",
       "2287       10408           287   SOA-435   \n",
       "2288       10409           288   SOA-983   \n",
       "2289       10410           289  SOA-1214   \n",
       "2290       10411           290  SOA-1768   \n",
       "2291       10412           291  SOA-1695   \n",
       "2292       10413           292  SOA-1704   \n",
       "2293       10414           293   SOA-159   \n",
       "2294       10415           294   SOA-378   \n",
       "2295       10416           295  SOA-1265   \n",
       "2296       10417           296  SOA-1940   \n",
       "2297       10418           297  SOA-2084   \n",
       "\n",
       "                                                Summary  Status  \\\n",
       "0     Client Recieving java.lang.IndexOutOfBoundsExc...  Closed   \n",
       "1        jpdl-3.2.xsd is missing cancel-event attribute  Closed   \n",
       "2     JBDS 4 - jBPM upload URL is:  \"/jbpm-console/u...  Closed   \n",
       "3     BusinessRulesProcessor action needs better sup...  Closed   \n",
       "4          remove backport-util-concurrent.jar in SOA-P  Closed   \n",
       "5                       JBossWS-CXF JBWS944 test broken  Closed   \n",
       "6     Scout creates a new AuthToken for every invoca...  Closed   \n",
       "7     JmsConnectionPool searches for associated JmsS...  Closed   \n",
       "8     How to enable brms to use modeshape when jboss...  Closed   \n",
       "9     JBossWS Native testsuite depends on aop versio...  Closed   \n",
       "10    admin console shows incorrect status of esb de...  Closed   \n",
       "11    JBoss Messaging client libraries are not inclu...  Closed   \n",
       "12           Error Handling in docs needs clarification  Closed   \n",
       "13    Incorrect Transformation when using 'Create XM...  Closed   \n",
       "14    JON console - user can not univentory/delete q...  Closed   \n",
       "15    soapui client fails to load multiple interface...  Closed   \n",
       "16    Access to repository is blocked after fulltext...  Closed   \n",
       "17                    EDS 5.2 PDF documentation missing  Closed   \n",
       "18               CXF compiled against wrong AOP version  Closed   \n",
       "19    Principal and credentials can not be auto-disc...  Closed   \n",
       "20    jBPM 3.2.x 2 allows user to deploy process ins...  Closed   \n",
       "21           HttpRouter handles problems inconsistently  Closed   \n",
       "22    Please upgrade or apply fix to Apache's XMLBeans   Closed   \n",
       "23    CLONE - jruby.jar as shipped with the scriptin...  Closed   \n",
       "24      modeshape sequencing performance predictability  Closed   \n",
       "25    Improve POSTHttpMethodFactory so it handles by...  Closed   \n",
       "26    Please remove cruft from bpm_orchestration1 qu...  Closed   \n",
       "27    User cannot login to JUDDI Console under certa...  Closed   \n",
       "28    BPEL web console doesn't work properly on Inte...  Closed   \n",
       "29    SoapUIClientService throws NullPointerExceptio...  Closed   \n",
       "...                                                 ...     ...   \n",
       "2268  Enterprise console - deploying an ESB, if the ...  Closed   \n",
       "2269  Termination handler transaction rollback excep...  Closed   \n",
       "2270  Quickstarts fail to compile or deploy dependin...  Closed   \n",
       "2271  embedded servers needs some time after startup...  Closed   \n",
       "2272           Unused file (test.jsp) should be removed  Closed   \n",
       "2273  Teiid Designer - SalesForce Connection Profile...  Closed   \n",
       "2274  Partial Results processing fails too easily wh...  Closed   \n",
       "2275  jBPM tests consistently shows potential deadlo...  Closed   \n",
       "2276  jBPM hibernate config for standalone is incomp...  Closed   \n",
       "2277  EBWS - OneWay services or services without fau...  Closed   \n",
       "2278  ContextInstance.deleteVariable() does not dele...  Closed   \n",
       "2279             unknown webservice_jbossws_adapter_01   Closed   \n",
       "2280  [JBPM-2958] Timer should refer to the business...  Closed   \n",
       "2281                    request for mvel library update  Closed   \n",
       "2282  Negative values shows up in Overall Bytes at t...  Closed   \n",
       "2283  CreateNewProcess does not propagate token/proc...  Closed   \n",
       "2284  BPEL process deployed on SOA-P 5.1 with CXF st...  Closed   \n",
       "2285  Unable to select fault variable data type in f...  Closed   \n",
       "2286      webservice_producer Internal Server Error/500  Closed   \n",
       "2287  StringTemplateProcessor does not propagate mes...  Closed   \n",
       "2288  Scheduling: Multiple cron schedules not supported  Closed   \n",
       "2289    Extend /jboss-as/tools/cosole to support MS-SQL  Closed   \n",
       "2290  ERROR message shows up when deleting an alread...  Closed   \n",
       "2291  jUDDI database initialization fails on Oracle ...  Closed   \n",
       "2292  jUDDI v3 cannot be certified with SQl Server 2...  Closed   \n",
       "2293  soa-4.2.0-IR6.0.zip - JBossESB Management Cons...  Closed   \n",
       "2294  need to investigate why PermGen space has to b...  Closed   \n",
       "2295  SoapUIClientService: not handling nested colle...  Closed   \n",
       "2296      XPath Router couldn't create new DOM document  Closed   \n",
       "2297  EBWS: deployment fails with xsd in nested loca...  Closed   \n",
       "\n",
       "                       Project_name  Priority               Resolution  \\\n",
       "0     JBoss Enterprise SOA Platform     Major                     Done   \n",
       "1     JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "2     JBoss Enterprise SOA Platform  Critical  Migrated to another ITS   \n",
       "3     JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "4     JBoss Enterprise SOA Platform     Minor  Migrated to another ITS   \n",
       "5     JBoss Enterprise SOA Platform     Minor  Migrated to another ITS   \n",
       "6     JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "7     JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "8     JBoss Enterprise SOA Platform     Minor  Migrated to another ITS   \n",
       "9     JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "10    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "11    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "12    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "13    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "14    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "15    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "16    JBoss Enterprise SOA Platform  Critical  Migrated to another ITS   \n",
       "17    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "18    JBoss Enterprise SOA Platform  Critical  Migrated to another ITS   \n",
       "19    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "20    JBoss Enterprise SOA Platform     Minor  Migrated to another ITS   \n",
       "21    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "22    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "23    JBoss Enterprise SOA Platform     Minor  Migrated to another ITS   \n",
       "24    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "25    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "26    JBoss Enterprise SOA Platform     Minor  Migrated to another ITS   \n",
       "27    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "28    JBoss Enterprise SOA Platform  Critical  Migrated to another ITS   \n",
       "29    JBoss Enterprise SOA Platform     Major  Migrated to another ITS   \n",
       "...                             ...       ...                      ...   \n",
       "2268  JBoss Enterprise SOA Platform     Minor              Out of Date   \n",
       "2269  JBoss Enterprise SOA Platform     Major         Cannot Reproduce   \n",
       "2270  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2271  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2272  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2273  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2274  JBoss Enterprise SOA Platform   Blocker                     Done   \n",
       "2275  JBoss Enterprise SOA Platform     Minor                     Done   \n",
       "2276  JBoss Enterprise SOA Platform  Critical                     Done   \n",
       "2277  JBoss Enterprise SOA Platform   Blocker                     Done   \n",
       "2278  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2279  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2280  JBoss Enterprise SOA Platform   Blocker                     Done   \n",
       "2281  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2282  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2283  JBoss Enterprise SOA Platform  Critical                 Rejected   \n",
       "2284  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2285  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2286  JBoss Enterprise SOA Platform     Minor              Out of Date   \n",
       "2287  JBoss Enterprise SOA Platform     Major                Won't Fix   \n",
       "2288  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2289  JBoss Enterprise SOA Platform     Major                Won't Fix   \n",
       "2290  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2291  JBoss Enterprise SOA Platform  Critical                     Done   \n",
       "2292  JBoss Enterprise SOA Platform   Blocker                     Done   \n",
       "2293  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2294  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2295  JBoss Enterprise SOA Platform     Major          Duplicate Issue   \n",
       "2296  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "2297  JBoss Enterprise SOA Platform     Major                     Done   \n",
       "\n",
       "                                             Components  \\\n",
       "0                                                   EDS   \n",
       "1                   JBPM - standalone JBPM - within SOA   \n",
       "2                             JBPM - within SOA Tooling   \n",
       "3                                              JBossESB   \n",
       "4                   Compatibility EAP JBPM - within SOA   \n",
       "5                                               JBossWS   \n",
       "6                                              JBossESB   \n",
       "7                                              JBossESB   \n",
       "8                                     Documentation EDS   \n",
       "9                                 Build Process JBossWS   \n",
       "10                            Monitoring and Management   \n",
       "11                                                  EAP   \n",
       "12                               Documentation JBossESB   \n",
       "13                                                  EDS   \n",
       "14                        JON Monitoring and Management   \n",
       "15                                             JBossESB   \n",
       "16                                                  EDS   \n",
       "17                                                  EDS   \n",
       "18                                Build Process JBossWS   \n",
       "19                                                  JON   \n",
       "20                                                    ?   \n",
       "21                                             JBossESB   \n",
       "22                                         Distribution   \n",
       "23                                             Examples   \n",
       "24                                                  EDS   \n",
       "25                                             JBossESB   \n",
       "26                                             JBossESB   \n",
       "27                                   jUDDI - within SOA   \n",
       "28                                              riftsaw   \n",
       "29                                             JBossESB   \n",
       "...                                                 ...   \n",
       "2268                          Monitoring and Management   \n",
       "2269                                            riftsaw   \n",
       "2270                                   Examples Tooling   \n",
       "2271                                    Embedded Server   \n",
       "2272                                           JBossESB   \n",
       "2273                                                EDS   \n",
       "2274                                                EDS   \n",
       "2275                                  JBPM - within SOA   \n",
       "2276                    Configuration JBPM - within SOA   \n",
       "2277                                           JBossESB   \n",
       "2278                                  JBPM - standalone   \n",
       "2279                                      Documentation   \n",
       "2280  Documentation JBPM - standalone JBPM - within SOA   \n",
       "2281                                        JBoss Rules   \n",
       "2282                          Monitoring and Management   \n",
       "2283                                           JBossESB   \n",
       "2284                                    JBossWS riftsaw   \n",
       "2285                                        BPEL editor   \n",
       "2286                                           Examples   \n",
       "2287                                           JBossESB   \n",
       "2288                                           JBossESB   \n",
       "2289                                            Tooling   \n",
       "2290                          Monitoring and Management   \n",
       "2291                  Configuration Deployment JBossESB   \n",
       "2292                                 jUDDI - within SOA   \n",
       "2293                                            Tooling   \n",
       "2294                                      Configuration   \n",
       "2295                                           JBossESB   \n",
       "2296                                           JBossESB   \n",
       "2297                                           JBossESB   \n",
       "\n",
       "                          Labels    ...    JMS_lab  MessCore_lab  Tools_lab  \\\n",
       "0                            NaN    ...          0             0          0   \n",
       "1                            NaN    ...          0             0          0   \n",
       "2                            NaN    ...          0             0          1   \n",
       "3                            NaN    ...          0             0          0   \n",
       "4                            NaN    ...          0             0          0   \n",
       "5                            NaN    ...          0             0          0   \n",
       "6                            NaN    ...          0             0          0   \n",
       "7                            NaN    ...          0             0          0   \n",
       "8                            NaN    ...          0             0          0   \n",
       "9                            NaN    ...          0             0          0   \n",
       "10                           NaN    ...          0             0          0   \n",
       "11                           NaN    ...          0             0          0   \n",
       "12                 documentation    ...          0             0          0   \n",
       "13                           NaN    ...          0             0          0   \n",
       "14                           NaN    ...          0             0          0   \n",
       "15                           NaN    ...          0             0          0   \n",
       "16                           NaN    ...          0             0          0   \n",
       "17                           NaN    ...          0             0          0   \n",
       "18                           NaN    ...          0             0          0   \n",
       "19                           NaN    ...          0             0          0   \n",
       "20                           NaN    ...          0             0          0   \n",
       "21                           NaN    ...          0             0          0   \n",
       "22                           NaN    ...          0             0          0   \n",
       "23                           NaN    ...          0             0          0   \n",
       "24                     modeshape    ...          0             0          0   \n",
       "25                           NaN    ...          0             0          0   \n",
       "26                           NaN    ...          0             0          0   \n",
       "27                           NaN    ...          0             0          0   \n",
       "28                           NaN    ...          0             0          0   \n",
       "29                           NaN    ...          0             0          0   \n",
       "...                          ...    ...        ...           ...        ...   \n",
       "2268                         NaN    ...          0             0          0   \n",
       "2269                         NaN    ...          0             0          0   \n",
       "2270                         NaN    ...          0             0          1   \n",
       "2271                         NaN    ...          0             0          0   \n",
       "2272                         NaN    ...          0             0          0   \n",
       "2273                         NaN    ...          0             0          0   \n",
       "2274                         NaN    ...          0             0          0   \n",
       "2275                         NaN    ...          0             0          0   \n",
       "2276                         NaN    ...          0             0          0   \n",
       "2277                         NaN    ...          0             0          0   \n",
       "2278            rn-done-resolved    ...          0             0          0   \n",
       "2279                         NaN    ...          0             0          0   \n",
       "2280                         NaN    ...          0             0          0   \n",
       "2281                         NaN    ...          0             0          0   \n",
       "2282                         NaN    ...          0             0          0   \n",
       "2283                         NaN    ...          0             0          0   \n",
       "2284                         NaN    ...          0             0          0   \n",
       "2285                         NaN    ...          0             0          0   \n",
       "2286                         NaN    ...          0             0          0   \n",
       "2287                         NaN    ...          0             0          0   \n",
       "2288                         NaN    ...          0             0          0   \n",
       "2289                         NaN    ...          0             0          1   \n",
       "2290                         NaN    ...          0             0          0   \n",
       "2291                         NaN    ...          0             0          0   \n",
       "2292                         NaN    ...          0             0          0   \n",
       "2293                         NaN    ...          0             0          1   \n",
       "2294                         NaN    ...          0             0          0   \n",
       "2295                         NaN    ...          0             0          0   \n",
       "2296                         NaN    ...          0             0          0   \n",
       "2297  rn-dmison rn-done-resolved    ...          0             0          0   \n",
       "\n",
       "      EAP_lab jUddi_lab BPEL_lab JBossWS_lab JBRules_lab Examples_lab  \\\n",
       "0           0         0        0           0           0            0   \n",
       "1           0         0        0           0           0            0   \n",
       "2           0         0        0           0           0            0   \n",
       "3           0         0        0           0           0            0   \n",
       "4           1         0        0           0           0            0   \n",
       "5           0         0        0           1           0            0   \n",
       "6           0         0        0           0           0            0   \n",
       "7           0         0        0           0           0            0   \n",
       "8           0         0        0           0           0            0   \n",
       "9           0         0        0           1           0            0   \n",
       "10          0         0        0           0           0            0   \n",
       "11          1         0        0           0           0            0   \n",
       "12          0         0        0           0           0            0   \n",
       "13          0         0        0           0           0            0   \n",
       "14          0         0        0           0           0            0   \n",
       "15          0         0        0           0           0            0   \n",
       "16          0         0        0           0           0            0   \n",
       "17          0         0        0           0           0            0   \n",
       "18          0         0        0           1           0            0   \n",
       "19          0         0        0           0           0            0   \n",
       "20          0         0        0           0           0            0   \n",
       "21          0         0        0           0           0            0   \n",
       "22          0         0        0           0           0            0   \n",
       "23          0         0        0           0           0            1   \n",
       "24          0         0        0           0           0            0   \n",
       "25          0         0        0           0           0            0   \n",
       "26          0         0        0           0           0            0   \n",
       "27          0         1        0           0           0            0   \n",
       "28          0         0        1           0           0            0   \n",
       "29          0         0        0           0           0            0   \n",
       "...       ...       ...      ...         ...         ...          ...   \n",
       "2268        0         0        0           0           0            0   \n",
       "2269        0         0        1           0           0            0   \n",
       "2270        0         0        0           0           0            1   \n",
       "2271        0         0        0           0           0            0   \n",
       "2272        0         0        0           0           0            0   \n",
       "2273        0         0        0           0           0            0   \n",
       "2274        0         0        0           0           0            0   \n",
       "2275        0         0        0           0           0            0   \n",
       "2276        0         0        0           0           0            0   \n",
       "2277        0         0        0           0           0            0   \n",
       "2278        0         0        0           0           0            0   \n",
       "2279        0         0        0           0           0            0   \n",
       "2280        0         0        0           0           0            0   \n",
       "2281        0         0        0           0           1            0   \n",
       "2282        0         0        0           0           0            0   \n",
       "2283        0         0        0           0           0            0   \n",
       "2284        0         0        1           1           0            0   \n",
       "2285        0         0        1           0           0            0   \n",
       "2286        0         0        0           0           0            1   \n",
       "2287        0         0        0           0           0            0   \n",
       "2288        0         0        0           0           0            0   \n",
       "2289        0         0        0           0           0            0   \n",
       "2290        0         0        0           0           0            0   \n",
       "2291        0         0        0           0           0            0   \n",
       "2292        0         1        0           0           0            0   \n",
       "2293        0         0        0           0           0            0   \n",
       "2294        0         0        0           0           0            0   \n",
       "2295        0         0        0           0           0            0   \n",
       "2296        0         0        0           0           0            0   \n",
       "2297        0         0        0           0           0            0   \n",
       "\n",
       "     Other_lab  \n",
       "0            0  \n",
       "1            0  \n",
       "2            0  \n",
       "3            0  \n",
       "4            0  \n",
       "5            0  \n",
       "6            0  \n",
       "7            0  \n",
       "8            0  \n",
       "9            0  \n",
       "10           0  \n",
       "11           0  \n",
       "12           0  \n",
       "13           0  \n",
       "14           0  \n",
       "15           0  \n",
       "16           0  \n",
       "17           0  \n",
       "18           0  \n",
       "19           0  \n",
       "20           1  \n",
       "21           0  \n",
       "22           0  \n",
       "23           0  \n",
       "24           0  \n",
       "25           0  \n",
       "26           0  \n",
       "27           0  \n",
       "28           0  \n",
       "29           0  \n",
       "...        ...  \n",
       "2268         0  \n",
       "2269         0  \n",
       "2270         0  \n",
       "2271         1  \n",
       "2272         0  \n",
       "2273         0  \n",
       "2274         0  \n",
       "2275         0  \n",
       "2276         0  \n",
       "2277         0  \n",
       "2278         0  \n",
       "2279         0  \n",
       "2280         0  \n",
       "2281         0  \n",
       "2282         0  \n",
       "2283         0  \n",
       "2284         0  \n",
       "2285         0  \n",
       "2286         0  \n",
       "2287         0  \n",
       "2288         0  \n",
       "2289         0  \n",
       "2290         0  \n",
       "2291         0  \n",
       "2292         0  \n",
       "2293         0  \n",
       "2294         0  \n",
       "2295         0  \n",
       "2296         0  \n",
       "2297         0  \n",
       "\n",
       "[2298 rows x 42 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ttr\n",
      "Минимум: 0  Максимум: 1354  Среднее: 118.82767624020887\n",
      "Attachments\n",
      "Минимум: 0  Максимум: 13  Среднее: 0.3268059181897302\n",
      "Comments\n",
      "Минимум: 1  Максимум: 34  Среднее: 4.535248041775457\n"
     ]
    },
    {
     "data": {
      "image/png": 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bRl1XV9tFwBO65QcDnwW2AK8Bdnf9u4Hru+VnAe8HAlwC3Dyiul8GvB24qWvfAOzolt8A/E63/GLgDd3yDuCdI6r3LcCLuuU1wPkreY7pfeDwC8AP983vVStxnoGnAk8APt3XN6+5BR4KHO3+vaBbvmCZa34GsLpbvr6v5i1dZtwf2NRlyarlzpXZau7619O7EOaLwIXDnudl/cUfwiQ9GTjQ174auHrUdZ2h1n+ldz+hI8BFXd9FwJFu+Y3AFX3j7x23jDWuAz4IPB24qfuF+lrfH8q98939Ej65W17djcsy1/uQLjgzo38lz/HpT5c/tJu3m4BnrtR5BjbOCM55zS1wBfDGvv4fGLccNc9Y90vA27rlH8iL03M9ilyZrWZ6t5r5aeAY3w/7oc3z2XYYZ7ZbN6wdUS1n1L31fjxwM/CIqvpyt+orwCO65ZXws/wV8Arge137YcDdVXVqlpp+4JYYwOlbYiynTcBJ4B+7Q09vSvIgVvAcV9UJ4C+BLwFfpjdvt7Cy57nffOd25HM+w2/S2zOGFVxzku3Aiar65IxVQ6v5bAv7FS/JecA/A39QVd/sX1e9l+AVca1rkucAd1TVLaOuZR5W03v7+3dV9Xjgv+kdWrjXSppjgO4Y93Z6L1Q/CjwI2DrSohZopc3tXJJcA5wC3jbqWu5LkgcCfwxcu5TbOdvCfpBbN4xMkh+iF/Rvq6p3d91fTXJRt/4i4I6uf9Q/y1OAbUmOAfvoHcp5PXB+ere8mFnTSrglxjQwXVU3d+0b6YX/Sp1jgEuBL1TVyar6LvBuenO/kue533zndiXMOUmuAp4DvKB7kYKVW/Oj6e0MfLL7e1wHfDzJj9xHbfOu+WwL+0Fu3TASSULvk8S3V9Vr+1b130riSnrH8k/3/3p3tv0S4Bt9b5eXXFVdXVXrqmojvXn8UFW9APgwvVtezFbvSG+JUVVfAY4n+fGu6+fp3Wp7Rc5x50vAJUke2P2OnK55xc7zDPOd2wPAM5Jc0L2reUbXt2zS+7KlVwDbqurbfasmgB3dFU+bgM3AfzLiXKmqT1XVw6tqY/f3OE3vYo+vMMx5XsqTEEt0YuNZ9K50+Txwzajr6avrZ+m9xb0NuLV7PIve8dYPAp8D/g14aDc+9L4U5vPAp4DxEdb+NL5/Nc6j6P0BTAHvAu7f9T+ga0916x81olofB0x28/weelcirOg5Bv4E+AzwaeCt9K4GWXHzDLyD3nmF73aB88KFzC294+RT3eM3RlDzFL3j2af/Dt/QN/6aruYjwOV9/cuWK7PVPGP9Mb5/gnZo8+ztEiSpAWfbYRxJ0gIY9pLUAMNekhpg2EtSAwx7SWqAYS9JDTDsJakB/wf5Eb1Eu7APCQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def infa(data, field):\n",
    "    #Выводим основные показатели\n",
    "    print (field)    \n",
    "    print ('Минимум: ' + str(data[field].min())+ '  Максимум: ' + str(data[field].max())+'  Среднее: ' + str(data[field].mean()))\n",
    "     \n",
    "    #Строим гистограммы    \n",
    "    plt.figure()\n",
    "    btt=numpy.array(data[field])\n",
    "    hist_rf=plt.hist(btt, weights=numpy.zeros_like(btt) + 1. / btt.size, bins=10)\n",
    "    plt.title(field) \n",
    "    \n",
    "    return\n",
    "\n",
    "infa(data, 'ttr')\n",
    "infa(data, 'Attachments')\n",
    "infa(data, 'Comments')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Status\n",
      "Closed    2298\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Смотрим, какие статусы есть, и отображаем это на pie chart\n",
    "print(data.groupby(['Status'])['Issue_key'].count())\n",
    "plot = data.groupby(['Status'])['Issue_key'].count().plot.pie(y='Status', figsize=(3, 3), legend=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Resolution\n",
      "Cannot Reproduce             40\n",
      "Deferred                     10\n",
      "Done                       1665\n",
      "Duplicate Issue              79\n",
      "Incomplete Description        2\n",
      "Migrated to another ITS     126\n",
      "Out of Date                 128\n",
      "Partially Completed           2\n",
      "Rejected                    148\n",
      "Won't Fix                    98\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Смотрим, какие решения есть, и отображаем это на pie chart\n",
    "print(data.groupby(['Resolution'])['Issue_key'].count())\n",
    "plot = data.groupby(['Resolution'])['Issue_key'].count().plot.pie(y='Status', figsize=(7, 7),  legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Priority\n",
      "Blocker      268\n",
      "Critical     215\n",
      "Major       1461\n",
      "Minor        332\n",
      "Optional       8\n",
      "Trivial       14\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Смотрим, какие приоритеты есть, и отображаем это на pie chart\n",
    "print(data.groupby(['Priority'])['Issue_key'].count())\n",
    "plot = data.groupby(['Priority'])['Issue_key'].count().plot.pie(y='Status', figsize=(5, 5),legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "was_reopened\n",
      "0.0    1788\n",
      "1.0     510\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Смотрим переоткрытые, и отображаем это на pie chart\n",
    "print(data.groupby(['was_reopened'])['Issue_key'].count())\n",
    "plot = data.groupby(['was_reopened'])['Issue_key'].count().plot.pie(y='Status', figsize=(5, 5),legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "AOT=['Docs', 'Build', 'MonitorManage', 'ESB', 'EDS', 'JBPM', 'JMS', 'Tools', 'EAP', 'jUddi', 'BPEL','JBossWS', 'JBRules', 'Examples', 'Other' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 15 artists>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#считаем,  сколько багов у каждой области тестирования\n",
    "an={}\n",
    "for i in range(len(AOT)):\n",
    "    an.update({AOT[i]:data[AOT[i]+'_lab'].sum()}) \n",
    "\n",
    "#строим bar chart    \n",
    "plt.figure()\n",
    "plt.xticks(range(len(an)), an.keys(),rotation=45, rotation_mode='anchor')    \n",
    "plt.bar(range(len(an)), list(an.values()), align='center')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:7: FutureWarning: specifying 'categories' or 'ordered' in .astype() is deprecated; pass a CategoricalDtype instead\n",
      "  import sys\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "bin_data=data\n",
    "\n",
    "#бинаризуем категориальные данные\n",
    "bin_data=pandas.get_dummies(bin_data, prefix=['Resolution'], columns=['Resolution'])\n",
    "\n",
    "#Ординальные переменные кодируем\n",
    "bin_data['Priority_ord']=bin_data['Priority'].astype(\"category\", ordered=True,categories=['Optional', 'Trivial', 'Minor', 'Major', 'Critical', 'Blocker']).cat.codes\n",
    "\n",
    "#нормализация числовых параметров\n",
    "bin_data['norm_ttr']=preprocessing.scale(bin_data['ttr'])\n",
    "bin_data['norm_att']=preprocessing.scale(bin_data['Attachments'])\n",
    "bin_data['norm_comm']=preprocessing.scale(bin_data['Comments'])\n",
    "\n",
    "#присоединяем редкие resolution к более крупным группам или объединяем их\n",
    "bin_data['Resolution_Wont Fix_new']=bin_data[\"Resolution_Won't Fix\"]+bin_data['Resolution_Cannot Reproduce']+bin_data['Resolution_Incomplete Description']\n",
    "bin_data['Resolution_Out of Date_new']=bin_data['Resolution_Out of Date']+bin_data['Resolution_Deferred']+bin_data['Resolution_Partially Completed']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Issue_key</th>\n",
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       "      <th>Status</th>\n",
       "      <th>Project_name</th>\n",
       "      <th>Priority</th>\n",
       "      <th>Components</th>\n",
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       "      <th>Resolution_Partially Completed</th>\n",
       "      <th>Resolution_Rejected</th>\n",
       "      <th>Resolution_Won't Fix</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6121</td>\n",
       "      <td>0</td>\n",
       "      <td>SOA-3584</td>\n",
       "      <td>Client Recieving java.lang.IndexOutOfBoundsExc...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When attempting to perform the following quer...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6122</td>\n",
       "      <td>1</td>\n",
       "      <td>SOA-3546</td>\n",
       "      <td>jpdl-3.2.xsd is missing cancel-event attribute</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBPM - standalone JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Platform JIRA for &lt;a href=\"https://issues.jbo...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>3</td>\n",
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       "      <td>-0.450842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6123</td>\n",
       "      <td>2</td>\n",
       "      <td>SOA-3052</td>\n",
       "      <td>JBDS 4 - jBPM upload URL is:  \"/jbpm-console/u...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>JBPM - within SOA Tooling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Related to &lt;a href=\"https://issues.jboss.org/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.670202</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.136479</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6124</td>\n",
       "      <td>3</td>\n",
       "      <td>SOA-3417</td>\n",
       "      <td>BusinessRulesProcessor action needs better sup...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>In order to support common CEP scenarios, the...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.053291</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>0.430140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6125</td>\n",
       "      <td>4</td>\n",
       "      <td>SOA-3011</td>\n",
       "      <td>remove backport-util-concurrent.jar in SOA-P</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Compatibility EAP JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I see &lt;a href=\"https://hudson.qa.jboss.com/hu...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.798166</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.136479</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6126</td>\n",
       "      <td>5</td>\n",
       "      <td>SOA-3515</td>\n",
       "      <td>JBossWS-CXF JBWS944 test broken</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>JBossWS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JBWS944 Test in JBossWS-CXF has broken test d...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.191099</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6127</td>\n",
       "      <td>6</td>\n",
       "      <td>SOA-1266</td>\n",
       "      <td>Scout creates a new AuthToken for every invoca...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See &lt;a href=\"https://issues.jboss.org/browse/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.415629</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.136479</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6128</td>\n",
       "      <td>7</td>\n",
       "      <td>SOA-2030</td>\n",
       "      <td>JmsConnectionPool searches for associated JmsS...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.594594</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6129</td>\n",
       "      <td>8</td>\n",
       "      <td>SOA-3667</td>\n",
       "      <td>How to enable brms to use modeshape when jboss...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Documentation EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The jboss-brms.war is being deployed to SOA w...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.451950</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6130</td>\n",
       "      <td>9</td>\n",
       "      <td>SOA-3431</td>\n",
       "      <td>JBossWS Native testsuite depends on aop versio...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Build Process JBossWS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>org.jboss.test.ws.jaxws.samples.dar.JMSClient...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.087743</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6131</td>\n",
       "      <td>10</td>\n",
       "      <td>SOA-2725</td>\n",
       "      <td>admin console shows incorrect status of esb de...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>After invoking the 'Stop deployment' operatio...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.255886</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6132</td>\n",
       "      <td>11</td>\n",
       "      <td>SOA-2280</td>\n",
       "      <td>JBoss Messaging client libraries are not inclu...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>EAP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Both HornetQ and JBM client libraries are sup...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.831727</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6133</td>\n",
       "      <td>12</td>\n",
       "      <td>SOA-3040</td>\n",
       "      <td>Error Handling in docs needs clarification</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Documentation JBossESB</td>\n",
       "      <td>documentation</td>\n",
       "      <td>In ESB Programmers Guide, chapter \"Error Hand...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.724341</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6134</td>\n",
       "      <td>13</td>\n",
       "      <td>SOA-3348</td>\n",
       "      <td>Incorrect Transformation when using 'Create XM...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Incorrect Transformation when using 'Create X...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.069752</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-0.450842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6135</td>\n",
       "      <td>14</td>\n",
       "      <td>SOA-1916</td>\n",
       "      <td>JON console - user can not univentory/delete q...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JON Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When I delete an esb archive using the JON co...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.899740</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>1.311121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6136</td>\n",
       "      <td>15</td>\n",
       "      <td>SOA-2211</td>\n",
       "      <td>soapui client fails to load multiple interface...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The reason for this is that only the last int...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.979379</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6137</td>\n",
       "      <td>16</td>\n",
       "      <td>SOA-3486</td>\n",
       "      <td>Access to repository is blocked after fulltext...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I am running a simple test that does fulltext...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.141882</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>0.430140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6138</td>\n",
       "      <td>17</td>\n",
       "      <td>SOA-3603</td>\n",
       "      <td>EDS 5.2 PDF documentation missing</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The PDF documents are missing for EDS Referen...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.314142</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6139</td>\n",
       "      <td>18</td>\n",
       "      <td>SOA-3581</td>\n",
       "      <td>CXF compiled against wrong AOP version</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Build Process JBossWS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Four new failures in JBossWS-CXF are caused b...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.294455</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6140</td>\n",
       "      <td>19</td>\n",
       "      <td>SOA-2776</td>\n",
       "      <td>Principal and credentials can not be auto-disc...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JON</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Platform issue for JON bz:  &lt;a href=\"https://...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.201747</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6141</td>\n",
       "      <td>20</td>\n",
       "      <td>SOA-3532</td>\n",
       "      <td>jBPM 3.2.x 2 allows user to deploy process ins...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>If the user tries to deploy a Process definit...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.210786</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>6142</td>\n",
       "      <td>21</td>\n",
       "      <td>SOA-3039</td>\n",
       "      <td>HttpRouter handles problems inconsistently</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I crossed the issue when verifying &lt;a href=\"h...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.724341</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6143</td>\n",
       "      <td>22</td>\n",
       "      <td>SOA-3671</td>\n",
       "      <td>Please upgrade or apply fix to Apache's XMLBeans</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Distribution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>We use Apache's XMLBeans, and it suffers from...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.466715</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6144</td>\n",
       "      <td>23</td>\n",
       "      <td>SOA-3548</td>\n",
       "      <td>CLONE - jruby.jar as shipped with the scriptin...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Examples</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The jruby.jar file shipped with the scripting...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.235394</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>6145</td>\n",
       "      <td>24</td>\n",
       "      <td>SOA-3439</td>\n",
       "      <td>modeshape sequencing performance predictability</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>EDS</td>\n",
       "      <td>modeshape</td>\n",
       "      <td>Hello, I'm running a script &lt;span class=\"erro...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.097586</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>1.017461</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6146</td>\n",
       "      <td>25</td>\n",
       "      <td>SOA-3221</td>\n",
       "      <td>Improve POSTHttpMethodFactory so it handles by...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I tried to use the HttpRouter to push message...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.246934</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6147</td>\n",
       "      <td>26</td>\n",
       "      <td>SOA-3099</td>\n",
       "      <td>Please remove cruft from bpm_orchestration1 qu...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The BPM1 quickstart includes File System arti...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.512707</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6148</td>\n",
       "      <td>27</td>\n",
       "      <td>SOA-3652</td>\n",
       "      <td>User cannot login to JUDDI Console under certa...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>jUDDI - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The JUDDI Console requires a user to have the...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.383046</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6149</td>\n",
       "      <td>28</td>\n",
       "      <td>SOA-3542</td>\n",
       "      <td>BPEL web console doesn't work properly on Inte...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>riftsaw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When you try to open BPEL web console in Inte...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.230473</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.723800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6150</td>\n",
       "      <td>29</td>\n",
       "      <td>SOA-3663</td>\n",
       "      <td>SoapUIClientService throws NullPointerExceptio...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.442107</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268</th>\n",
       "      <td>10389</td>\n",
       "      <td>268</td>\n",
       "      <td>SOA-830</td>\n",
       "      <td>Enterprise console - deploying an ESB, if the ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Platform issue for project JIRA: JBNADM-3527</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.785649</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2269</th>\n",
       "      <td>10390</td>\n",
       "      <td>269</td>\n",
       "      <td>SOA-3219</td>\n",
       "      <td>Termination handler transaction rollback excep...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>riftsaw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See linked issue.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.402733</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2270</th>\n",
       "      <td>10391</td>\n",
       "      <td>270</td>\n",
       "      <td>SOA-3190</td>\n",
       "      <td>Quickstarts fail to compile or deploy dependin...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Examples Tooling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When one tries to deploy (ant deploy) any qui...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.486402</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>2.485764</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2271</th>\n",
       "      <td>10392</td>\n",
       "      <td>271</td>\n",
       "      <td>SOA-475</td>\n",
       "      <td>embedded servers needs some time after startup...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Embedded Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Testing windows SOA-P bootstrapping scripts I...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.340447</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>0.136479</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2272</th>\n",
       "      <td>10393</td>\n",
       "      <td>272</td>\n",
       "      <td>SOA-1153</td>\n",
       "      <td>Unused file (test.jsp) should be removed</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marc mentioned this one to me. The \"test.jsp\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.473333</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>1.898443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2273</th>\n",
       "      <td>10394</td>\n",
       "      <td>273</td>\n",
       "      <td>SOA-3445</td>\n",
       "      <td>Teiid Designer - SalesForce Connection Profile...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The SalesForce connection profile uses http i...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.574993</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2274</th>\n",
       "      <td>10395</td>\n",
       "      <td>274</td>\n",
       "      <td>SOA-2650</td>\n",
       "      <td>Partial Results processing fails too easily wh...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>EDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I'm updating the MMx partial results test to ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.584836</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.157181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2275</th>\n",
       "      <td>10396</td>\n",
       "      <td>275</td>\n",
       "      <td>SOA-3399</td>\n",
       "      <td>jBPM tests consistently shows potential deadlo...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Look at the test report in the link \\n\\n &lt;a h...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.491324</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.157181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2276</th>\n",
       "      <td>10397</td>\n",
       "      <td>276</td>\n",
       "      <td>SOA-386</td>\n",
       "      <td>jBPM hibernate config for standalone is incomp...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Configuration JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Identity component is not enabled for standal...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.574993</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-0.157181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2277</th>\n",
       "      <td>10398</td>\n",
       "      <td>277</td>\n",
       "      <td>SOA-727</td>\n",
       "      <td>EBWS - OneWay services or services without fau...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See &lt;a href=\"https://issues.jboss.org/browse/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.579915</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2278</th>\n",
       "      <td>10399</td>\n",
       "      <td>278</td>\n",
       "      <td>SOA-2208</td>\n",
       "      <td>ContextInstance.deleteVariable() does not dele...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBPM - standalone</td>\n",
       "      <td>rn-done-resolved</td>\n",
       "      <td>Clone of &lt;a href=\"https://issues.jboss.org/br...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.512707</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2279</th>\n",
       "      <td>10400</td>\n",
       "      <td>279</td>\n",
       "      <td>SOA-1131</td>\n",
       "      <td>unknown webservice_jbossws_adapter_01</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Documentation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Both the 4.2 Message Action Guide   its corre...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.059909</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>10401</td>\n",
       "      <td>280</td>\n",
       "      <td>SOA-2406</td>\n",
       "      <td>[JBPM-2958] Timer should refer to the business...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Documentation JBPM - standalone JBPM - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Platform JIRA for &lt;a href=\"https://issues.jbo...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.768636</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>1.898443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2281</th>\n",
       "      <td>10402</td>\n",
       "      <td>281</td>\n",
       "      <td>SOA-243</td>\n",
       "      <td>request for mvel library update</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBoss Rules</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The mvel library is located in deploy/jbosses...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.437185</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2282</th>\n",
       "      <td>10403</td>\n",
       "      <td>282</td>\n",
       "      <td>SOA-1627</td>\n",
       "      <td>Negative values shows up in Overall Bytes at t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See &lt;a href=\"https://issues.jboss.org/browse/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.289533</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>10404</td>\n",
       "      <td>283</td>\n",
       "      <td>SOA-254</td>\n",
       "      <td>CreateNewProcess does not propagate token/proc...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See &lt;a href=\"https://issues.jboss.org/browse/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.486402</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.157181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2284</th>\n",
       "      <td>10405</td>\n",
       "      <td>284</td>\n",
       "      <td>SOA-2938</td>\n",
       "      <td>BPEL process deployed on SOA-P 5.1 with CXF st...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossWS riftsaw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I created a very simple BPEL process using Jb...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.540541</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>4.247727</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2285</th>\n",
       "      <td>10406</td>\n",
       "      <td>285</td>\n",
       "      <td>SOA-2733</td>\n",
       "      <td>Unable to select fault variable data type in f...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>BPEL editor</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See linked issue.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.931053</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.157181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2286</th>\n",
       "      <td>10407</td>\n",
       "      <td>286</td>\n",
       "      <td>SOA-1500</td>\n",
       "      <td>webservice_producer Internal Server Error/500</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Examples</td>\n",
       "      <td>NaN</td>\n",
       "      <td>For SOA ref.</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.406677</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2287</th>\n",
       "      <td>10408</td>\n",
       "      <td>287</td>\n",
       "      <td>SOA-435</td>\n",
       "      <td>StringTemplateProcessor does not propagate mes...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See &lt;a href=\"https://issues.jboss.org/browse/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3.997283</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2288</th>\n",
       "      <td>10409</td>\n",
       "      <td>288</td>\n",
       "      <td>SOA-983</td>\n",
       "      <td>Scheduling: Multiple cron schedules not supported</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Platform JIRA for ESB project JIRA:  &lt;a href=...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.560228</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-0.157181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2289</th>\n",
       "      <td>10410</td>\n",
       "      <td>289</td>\n",
       "      <td>SOA-1214</td>\n",
       "      <td>Extend /jboss-as/tools/cosole to support MS-SQL</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Tooling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Related to &lt;a href=\"https://issues.jboss.org/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.550384</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>10411</td>\n",
       "      <td>290</td>\n",
       "      <td>SOA-1768</td>\n",
       "      <td>ERROR message shows up when deleting an alread...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Monitoring and Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>This is similar to &lt;a href=\"https://issues.jb...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.437185</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>10412</td>\n",
       "      <td>291</td>\n",
       "      <td>SOA-1695</td>\n",
       "      <td>jUDDI database initialization fails on Oracle ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Configuration Deployment JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>jUDDI 3 uses Hibernate to access db. During s...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.387968</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>1.017461</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2292</th>\n",
       "      <td>10413</td>\n",
       "      <td>292</td>\n",
       "      <td>SOA-1704</td>\n",
       "      <td>jUDDI v3 cannot be certified with SQl Server 2...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>jUDDI - within SOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"http://hudson.qa.jboss.com/hudson/vi...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1.521659</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>3.954066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2293</th>\n",
       "      <td>10414</td>\n",
       "      <td>293</td>\n",
       "      <td>SOA-159</td>\n",
       "      <td>soa-4.2.0-IR6.0.zip - JBossESB Management Cons...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Tooling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Description of problem:&lt;br/&gt;\\nsoa-4.2.0-IR6.0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.560228</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>-0.157181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>10415</td>\n",
       "      <td>294</td>\n",
       "      <td>SOA-378</td>\n",
       "      <td>need to investigate why PermGen space has to b...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>Configuration</td>\n",
       "      <td>NaN</td>\n",
       "      <td>defaults for permgen have been set to 1024M i...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.389664</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>10416</td>\n",
       "      <td>295</td>\n",
       "      <td>SOA-1265</td>\n",
       "      <td>SoapUIClientService: not handling nested colle...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See &lt;a href=\"https://issues.jboss.org/browse/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.520854</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>10417</td>\n",
       "      <td>296</td>\n",
       "      <td>SOA-1940</td>\n",
       "      <td>XPath Router couldn't create new DOM document</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See &lt;a href=\"https://issues.jboss.org/browse/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.530697</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2297</th>\n",
       "      <td>10418</td>\n",
       "      <td>297</td>\n",
       "      <td>SOA-2084</td>\n",
       "      <td>EBWS: deployment fails with xsd in nested loca...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise SOA Platform</td>\n",
       "      <td>Major</td>\n",
       "      <td>JBossESB</td>\n",
       "      <td>rn-dmison rn-done-resolved</td>\n",
       "      <td>Deployment of the following EBWS fails if the...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.555306</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>0.723800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2298 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0  Unnamed: 0.1 Issue_key  \\\n",
       "0           6121             0  SOA-3584   \n",
       "1           6122             1  SOA-3546   \n",
       "2           6123             2  SOA-3052   \n",
       "3           6124             3  SOA-3417   \n",
       "4           6125             4  SOA-3011   \n",
       "5           6126             5  SOA-3515   \n",
       "6           6127             6  SOA-1266   \n",
       "7           6128             7  SOA-2030   \n",
       "8           6129             8  SOA-3667   \n",
       "9           6130             9  SOA-3431   \n",
       "10          6131            10  SOA-2725   \n",
       "11          6132            11  SOA-2280   \n",
       "12          6133            12  SOA-3040   \n",
       "13          6134            13  SOA-3348   \n",
       "14          6135            14  SOA-1916   \n",
       "15          6136            15  SOA-2211   \n",
       "16          6137            16  SOA-3486   \n",
       "17          6138            17  SOA-3603   \n",
       "18          6139            18  SOA-3581   \n",
       "19          6140            19  SOA-2776   \n",
       "20          6141            20  SOA-3532   \n",
       "21          6142            21  SOA-3039   \n",
       "22          6143            22  SOA-3671   \n",
       "23          6144            23  SOA-3548   \n",
       "24          6145            24  SOA-3439   \n",
       "25          6146            25  SOA-3221   \n",
       "26          6147            26  SOA-3099   \n",
       "27          6148            27  SOA-3652   \n",
       "28          6149            28  SOA-3542   \n",
       "29          6150            29  SOA-3663   \n",
       "...          ...           ...       ...   \n",
       "2268       10389           268   SOA-830   \n",
       "2269       10390           269  SOA-3219   \n",
       "2270       10391           270  SOA-3190   \n",
       "2271       10392           271   SOA-475   \n",
       "2272       10393           272  SOA-1153   \n",
       "2273       10394           273  SOA-3445   \n",
       "2274       10395           274  SOA-2650   \n",
       "2275       10396           275  SOA-3399   \n",
       "2276       10397           276   SOA-386   \n",
       "2277       10398           277   SOA-727   \n",
       "2278       10399           278  SOA-2208   \n",
       "2279       10400           279  SOA-1131   \n",
       "2280       10401           280  SOA-2406   \n",
       "2281       10402           281   SOA-243   \n",
       "2282       10403           282  SOA-1627   \n",
       "2283       10404           283   SOA-254   \n",
       "2284       10405           284  SOA-2938   \n",
       "2285       10406           285  SOA-2733   \n",
       "2286       10407           286  SOA-1500   \n",
       "2287       10408           287   SOA-435   \n",
       "2288       10409           288   SOA-983   \n",
       "2289       10410           289  SOA-1214   \n",
       "2290       10411           290  SOA-1768   \n",
       "2291       10412           291  SOA-1695   \n",
       "2292       10413           292  SOA-1704   \n",
       "2293       10414           293   SOA-159   \n",
       "2294       10415           294   SOA-378   \n",
       "2295       10416           295  SOA-1265   \n",
       "2296       10417           296  SOA-1940   \n",
       "2297       10418           297  SOA-2084   \n",
       "\n",
       "                                                Summary  Status  \\\n",
       "0     Client Recieving java.lang.IndexOutOfBoundsExc...  Closed   \n",
       "1        jpdl-3.2.xsd is missing cancel-event attribute  Closed   \n",
       "2     JBDS 4 - jBPM upload URL is:  \"/jbpm-console/u...  Closed   \n",
       "3     BusinessRulesProcessor action needs better sup...  Closed   \n",
       "4          remove backport-util-concurrent.jar in SOA-P  Closed   \n",
       "5                       JBossWS-CXF JBWS944 test broken  Closed   \n",
       "6     Scout creates a new AuthToken for every invoca...  Closed   \n",
       "7     JmsConnectionPool searches for associated JmsS...  Closed   \n",
       "8     How to enable brms to use modeshape when jboss...  Closed   \n",
       "9     JBossWS Native testsuite depends on aop versio...  Closed   \n",
       "10    admin console shows incorrect status of esb de...  Closed   \n",
       "11    JBoss Messaging client libraries are not inclu...  Closed   \n",
       "12           Error Handling in docs needs clarification  Closed   \n",
       "13    Incorrect Transformation when using 'Create XM...  Closed   \n",
       "14    JON console - user can not univentory/delete q...  Closed   \n",
       "15    soapui client fails to load multiple interface...  Closed   \n",
       "16    Access to repository is blocked after fulltext...  Closed   \n",
       "17                    EDS 5.2 PDF documentation missing  Closed   \n",
       "18               CXF compiled against wrong AOP version  Closed   \n",
       "19    Principal and credentials can not be auto-disc...  Closed   \n",
       "20    jBPM 3.2.x 2 allows user to deploy process ins...  Closed   \n",
       "21           HttpRouter handles problems inconsistently  Closed   \n",
       "22    Please upgrade or apply fix to Apache's XMLBeans   Closed   \n",
       "23    CLONE - jruby.jar as shipped with the scriptin...  Closed   \n",
       "24      modeshape sequencing performance predictability  Closed   \n",
       "25    Improve POSTHttpMethodFactory so it handles by...  Closed   \n",
       "26    Please remove cruft from bpm_orchestration1 qu...  Closed   \n",
       "27    User cannot login to JUDDI Console under certa...  Closed   \n",
       "28    BPEL web console doesn't work properly on Inte...  Closed   \n",
       "29    SoapUIClientService throws NullPointerExceptio...  Closed   \n",
       "...                                                 ...     ...   \n",
       "2268  Enterprise console - deploying an ESB, if the ...  Closed   \n",
       "2269  Termination handler transaction rollback excep...  Closed   \n",
       "2270  Quickstarts fail to compile or deploy dependin...  Closed   \n",
       "2271  embedded servers needs some time after startup...  Closed   \n",
       "2272           Unused file (test.jsp) should be removed  Closed   \n",
       "2273  Teiid Designer - SalesForce Connection Profile...  Closed   \n",
       "2274  Partial Results processing fails too easily wh...  Closed   \n",
       "2275  jBPM tests consistently shows potential deadlo...  Closed   \n",
       "2276  jBPM hibernate config for standalone is incomp...  Closed   \n",
       "2277  EBWS - OneWay services or services without fau...  Closed   \n",
       "2278  ContextInstance.deleteVariable() does not dele...  Closed   \n",
       "2279             unknown webservice_jbossws_adapter_01   Closed   \n",
       "2280  [JBPM-2958] Timer should refer to the business...  Closed   \n",
       "2281                    request for mvel library update  Closed   \n",
       "2282  Negative values shows up in Overall Bytes at t...  Closed   \n",
       "2283  CreateNewProcess does not propagate token/proc...  Closed   \n",
       "2284  BPEL process deployed on SOA-P 5.1 with CXF st...  Closed   \n",
       "2285  Unable to select fault variable data type in f...  Closed   \n",
       "2286      webservice_producer Internal Server Error/500  Closed   \n",
       "2287  StringTemplateProcessor does not propagate mes...  Closed   \n",
       "2288  Scheduling: Multiple cron schedules not supported  Closed   \n",
       "2289    Extend /jboss-as/tools/cosole to support MS-SQL  Closed   \n",
       "2290  ERROR message shows up when deleting an alread...  Closed   \n",
       "2291  jUDDI database initialization fails on Oracle ...  Closed   \n",
       "2292  jUDDI v3 cannot be certified with SQl Server 2...  Closed   \n",
       "2293  soa-4.2.0-IR6.0.zip - JBossESB Management Cons...  Closed   \n",
       "2294  need to investigate why PermGen space has to b...  Closed   \n",
       "2295  SoapUIClientService: not handling nested colle...  Closed   \n",
       "2296      XPath Router couldn't create new DOM document  Closed   \n",
       "2297  EBWS: deployment fails with xsd in nested loca...  Closed   \n",
       "\n",
       "                       Project_name  Priority  \\\n",
       "0     JBoss Enterprise SOA Platform     Major   \n",
       "1     JBoss Enterprise SOA Platform     Major   \n",
       "2     JBoss Enterprise SOA Platform  Critical   \n",
       "3     JBoss Enterprise SOA Platform     Major   \n",
       "4     JBoss Enterprise SOA Platform     Minor   \n",
       "5     JBoss Enterprise SOA Platform     Minor   \n",
       "6     JBoss Enterprise SOA Platform     Major   \n",
       "7     JBoss Enterprise SOA Platform     Major   \n",
       "8     JBoss Enterprise SOA Platform     Minor   \n",
       "9     JBoss Enterprise SOA Platform     Major   \n",
       "10    JBoss Enterprise SOA Platform     Major   \n",
       "11    JBoss Enterprise SOA Platform     Major   \n",
       "12    JBoss Enterprise SOA Platform     Major   \n",
       "13    JBoss Enterprise SOA Platform     Major   \n",
       "14    JBoss Enterprise SOA Platform     Major   \n",
       "15    JBoss Enterprise SOA Platform     Major   \n",
       "16    JBoss Enterprise SOA Platform  Critical   \n",
       "17    JBoss Enterprise SOA Platform     Major   \n",
       "18    JBoss Enterprise SOA Platform  Critical   \n",
       "19    JBoss Enterprise SOA Platform     Major   \n",
       "20    JBoss Enterprise SOA Platform     Minor   \n",
       "21    JBoss Enterprise SOA Platform     Major   \n",
       "22    JBoss Enterprise SOA Platform     Major   \n",
       "23    JBoss Enterprise SOA Platform     Minor   \n",
       "24    JBoss Enterprise SOA Platform     Major   \n",
       "25    JBoss Enterprise SOA Platform     Major   \n",
       "26    JBoss Enterprise SOA Platform     Minor   \n",
       "27    JBoss Enterprise SOA Platform     Major   \n",
       "28    JBoss Enterprise SOA Platform  Critical   \n",
       "29    JBoss Enterprise SOA Platform     Major   \n",
       "...                             ...       ...   \n",
       "2268  JBoss Enterprise SOA Platform     Minor   \n",
       "2269  JBoss Enterprise SOA Platform     Major   \n",
       "2270  JBoss Enterprise SOA Platform     Major   \n",
       "2271  JBoss Enterprise SOA Platform     Major   \n",
       "2272  JBoss Enterprise SOA Platform     Major   \n",
       "2273  JBoss Enterprise SOA Platform     Major   \n",
       "2274  JBoss Enterprise SOA Platform   Blocker   \n",
       "2275  JBoss Enterprise SOA Platform     Minor   \n",
       "2276  JBoss Enterprise SOA Platform  Critical   \n",
       "2277  JBoss Enterprise SOA Platform   Blocker   \n",
       "2278  JBoss Enterprise SOA Platform     Major   \n",
       "2279  JBoss Enterprise SOA Platform     Major   \n",
       "2280  JBoss Enterprise SOA Platform   Blocker   \n",
       "2281  JBoss Enterprise SOA Platform     Major   \n",
       "2282  JBoss Enterprise SOA Platform     Major   \n",
       "2283  JBoss Enterprise SOA Platform  Critical   \n",
       "2284  JBoss Enterprise SOA Platform     Major   \n",
       "2285  JBoss Enterprise SOA Platform     Major   \n",
       "2286  JBoss Enterprise SOA Platform     Minor   \n",
       "2287  JBoss Enterprise SOA Platform     Major   \n",
       "2288  JBoss Enterprise SOA Platform     Major   \n",
       "2289  JBoss Enterprise SOA Platform     Major   \n",
       "2290  JBoss Enterprise SOA Platform     Major   \n",
       "2291  JBoss Enterprise SOA Platform  Critical   \n",
       "2292  JBoss Enterprise SOA Platform   Blocker   \n",
       "2293  JBoss Enterprise SOA Platform     Major   \n",
       "2294  JBoss Enterprise SOA Platform     Major   \n",
       "2295  JBoss Enterprise SOA Platform     Major   \n",
       "2296  JBoss Enterprise SOA Platform     Major   \n",
       "2297  JBoss Enterprise SOA Platform     Major   \n",
       "\n",
       "                                             Components  \\\n",
       "0                                                   EDS   \n",
       "1                   JBPM - standalone JBPM - within SOA   \n",
       "2                             JBPM - within SOA Tooling   \n",
       "3                                              JBossESB   \n",
       "4                   Compatibility EAP JBPM - within SOA   \n",
       "5                                               JBossWS   \n",
       "6                                              JBossESB   \n",
       "7                                              JBossESB   \n",
       "8                                     Documentation EDS   \n",
       "9                                 Build Process JBossWS   \n",
       "10                            Monitoring and Management   \n",
       "11                                                  EAP   \n",
       "12                               Documentation JBossESB   \n",
       "13                                                  EDS   \n",
       "14                        JON Monitoring and Management   \n",
       "15                                             JBossESB   \n",
       "16                                                  EDS   \n",
       "17                                                  EDS   \n",
       "18                                Build Process JBossWS   \n",
       "19                                                  JON   \n",
       "20                                                    ?   \n",
       "21                                             JBossESB   \n",
       "22                                         Distribution   \n",
       "23                                             Examples   \n",
       "24                                                  EDS   \n",
       "25                                             JBossESB   \n",
       "26                                             JBossESB   \n",
       "27                                   jUDDI - within SOA   \n",
       "28                                              riftsaw   \n",
       "29                                             JBossESB   \n",
       "...                                                 ...   \n",
       "2268                          Monitoring and Management   \n",
       "2269                                            riftsaw   \n",
       "2270                                   Examples Tooling   \n",
       "2271                                    Embedded Server   \n",
       "2272                                           JBossESB   \n",
       "2273                                                EDS   \n",
       "2274                                                EDS   \n",
       "2275                                  JBPM - within SOA   \n",
       "2276                    Configuration JBPM - within SOA   \n",
       "2277                                           JBossESB   \n",
       "2278                                  JBPM - standalone   \n",
       "2279                                      Documentation   \n",
       "2280  Documentation JBPM - standalone JBPM - within SOA   \n",
       "2281                                        JBoss Rules   \n",
       "2282                          Monitoring and Management   \n",
       "2283                                           JBossESB   \n",
       "2284                                    JBossWS riftsaw   \n",
       "2285                                        BPEL editor   \n",
       "2286                                           Examples   \n",
       "2287                                           JBossESB   \n",
       "2288                                           JBossESB   \n",
       "2289                                            Tooling   \n",
       "2290                          Monitoring and Management   \n",
       "2291                  Configuration Deployment JBossESB   \n",
       "2292                                 jUDDI - within SOA   \n",
       "2293                                            Tooling   \n",
       "2294                                      Configuration   \n",
       "2295                                           JBossESB   \n",
       "2296                                           JBossESB   \n",
       "2297                                           JBossESB   \n",
       "\n",
       "                          Labels  \\\n",
       "0                            NaN   \n",
       "1                            NaN   \n",
       "2                            NaN   \n",
       "3                            NaN   \n",
       "4                            NaN   \n",
       "5                            NaN   \n",
       "6                            NaN   \n",
       "7                            NaN   \n",
       "8                            NaN   \n",
       "9                            NaN   \n",
       "10                           NaN   \n",
       "11                           NaN   \n",
       "12                 documentation   \n",
       "13                           NaN   \n",
       "14                           NaN   \n",
       "15                           NaN   \n",
       "16                           NaN   \n",
       "17                           NaN   \n",
       "18                           NaN   \n",
       "19                           NaN   \n",
       "20                           NaN   \n",
       "21                           NaN   \n",
       "22                           NaN   \n",
       "23                           NaN   \n",
       "24                     modeshape   \n",
       "25                           NaN   \n",
       "26                           NaN   \n",
       "27                           NaN   \n",
       "28                           NaN   \n",
       "29                           NaN   \n",
       "...                          ...   \n",
       "2268                         NaN   \n",
       "2269                         NaN   \n",
       "2270                         NaN   \n",
       "2271                         NaN   \n",
       "2272                         NaN   \n",
       "2273                         NaN   \n",
       "2274                         NaN   \n",
       "2275                         NaN   \n",
       "2276                         NaN   \n",
       "2277                         NaN   \n",
       "2278            rn-done-resolved   \n",
       "2279                         NaN   \n",
       "2280                         NaN   \n",
       "2281                         NaN   \n",
       "2282                         NaN   \n",
       "2283                         NaN   \n",
       "2284                         NaN   \n",
       "2285                         NaN   \n",
       "2286                         NaN   \n",
       "2287                         NaN   \n",
       "2288                         NaN   \n",
       "2289                         NaN   \n",
       "2290                         NaN   \n",
       "2291                         NaN   \n",
       "2292                         NaN   \n",
       "2293                         NaN   \n",
       "2294                         NaN   \n",
       "2295                         NaN   \n",
       "2296                         NaN   \n",
       "2297  rn-dmison rn-done-resolved   \n",
       "\n",
       "                                            Description  \\\n",
       "0      When attempting to perform the following quer...   \n",
       "1      Platform JIRA for <a href=\"https://issues.jbo...   \n",
       "2      Related to <a href=\"https://issues.jboss.org/...   \n",
       "3      In order to support common CEP scenarios, the...   \n",
       "4      I see <a href=\"https://hudson.qa.jboss.com/hu...   \n",
       "5      JBWS944 Test in JBossWS-CXF has broken test d...   \n",
       "6      See <a href=\"https://issues.jboss.org/browse/...   \n",
       "7                                                   NaN   \n",
       "8      The jboss-brms.war is being deployed to SOA w...   \n",
       "9      org.jboss.test.ws.jaxws.samples.dar.JMSClient...   \n",
       "10     After invoking the 'Stop deployment' operatio...   \n",
       "11     Both HornetQ and JBM client libraries are sup...   \n",
       "12     In ESB Programmers Guide, chapter \"Error Hand...   \n",
       "13     Incorrect Transformation when using 'Create X...   \n",
       "14     When I delete an esb archive using the JON co...   \n",
       "15     The reason for this is that only the last int...   \n",
       "16     I am running a simple test that does fulltext...   \n",
       "17     The PDF documents are missing for EDS Referen...   \n",
       "18     Four new failures in JBossWS-CXF are caused b...   \n",
       "19     Platform issue for JON bz:  <a href=\"https://...   \n",
       "20     If the user tries to deploy a Process definit...   \n",
       "21     I crossed the issue when verifying <a href=\"h...   \n",
       "22     We use Apache's XMLBeans, and it suffers from...   \n",
       "23     The jruby.jar file shipped with the scripting...   \n",
       "24     Hello, I'm running a script <span class=\"erro...   \n",
       "25     I tried to use the HttpRouter to push message...   \n",
       "26     The BPM1 quickstart includes File System arti...   \n",
       "27     The JUDDI Console requires a user to have the...   \n",
       "28     When you try to open BPEL web console in Inte...   \n",
       "29                                                  NaN   \n",
       "...                                                 ...   \n",
       "2268      Platform issue for project JIRA: JBNADM-3527    \n",
       "2269                                 See linked issue.    \n",
       "2270   When one tries to deploy (ant deploy) any qui...   \n",
       "2271   Testing windows SOA-P bootstrapping scripts I...   \n",
       "2272   Marc mentioned this one to me. The \"test.jsp\"...   \n",
       "2273   The SalesForce connection profile uses http i...   \n",
       "2274   I'm updating the MMx partial results test to ...   \n",
       "2275   Look at the test report in the link \\n\\n <a h...   \n",
       "2276   Identity component is not enabled for standal...   \n",
       "2277   See <a href=\"https://issues.jboss.org/browse/...   \n",
       "2278   Clone of <a href=\"https://issues.jboss.org/br...   \n",
       "2279   Both the 4.2 Message Action Guide   its corre...   \n",
       "2280   Platform JIRA for <a href=\"https://issues.jbo...   \n",
       "2281   The mvel library is located in deploy/jbosses...   \n",
       "2282   See <a href=\"https://issues.jboss.org/browse/...   \n",
       "2283   See <a href=\"https://issues.jboss.org/browse/...   \n",
       "2284   I created a very simple BPEL process using Jb...   \n",
       "2285                                 See linked issue.    \n",
       "2286                                      For SOA ref.    \n",
       "2287   See <a href=\"https://issues.jboss.org/browse/...   \n",
       "2288   Platform JIRA for ESB project JIRA:  <a href=...   \n",
       "2289   Related to <a href=\"https://issues.jboss.org/...   \n",
       "2290   This is similar to <a href=\"https://issues.jb...   \n",
       "2291   jUDDI 3 uses Hibernate to access db. During s...   \n",
       "2292   <a href=\"http://hudson.qa.jboss.com/hudson/vi...   \n",
       "2293   Description of problem:<br/>\\nsoa-4.2.0-IR6.0...   \n",
       "2294   defaults for permgen have been set to 1024M i...   \n",
       "2295   See <a href=\"https://issues.jboss.org/browse/...   \n",
       "2296   See <a href=\"https://issues.jboss.org/browse/...   \n",
       "2297   Deployment of the following EBWS fails if the...   \n",
       "\n",
       "                ...              Resolution_Out of Date  \\\n",
       "0               ...                                   0   \n",
       "1               ...                                   0   \n",
       "2               ...                                   0   \n",
       "3               ...                                   0   \n",
       "4               ...                                   0   \n",
       "5               ...                                   0   \n",
       "6               ...                                   0   \n",
       "7               ...                                   0   \n",
       "8               ...                                   0   \n",
       "9               ...                                   0   \n",
       "10              ...                                   0   \n",
       "11              ...                                   0   \n",
       "12              ...                                   0   \n",
       "13              ...                                   0   \n",
       "14              ...                                   0   \n",
       "15              ...                                   0   \n",
       "16              ...                                   0   \n",
       "17              ...                                   0   \n",
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       "2297            ...                                   0   \n",
       "\n",
       "      Resolution_Partially Completed  Resolution_Rejected  \\\n",
       "0                                  0                    0   \n",
       "1                                  0                    0   \n",
       "2                                  0                    0   \n",
       "3                                  0                    0   \n",
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       "2295                               0                    0   \n",
       "2296                               0                    0   \n",
       "2297                               0                    0   \n",
       "\n",
       "     Resolution_Won't Fix Priority_ord  norm_ttr  norm_att norm_comm  \\\n",
       "0                       0            3 -0.412576 -0.353183 -0.744502   \n",
       "1                       0            3 -0.235394 -0.353183 -0.450842   \n",
       "2                       0            4  0.670202 -0.353183  0.136479   \n",
       "3                       0            3 -0.053291  1.808241  0.430140   \n",
       "4                       0            2  0.798166 -0.353183  0.136479   \n",
       "5                       0            2 -0.191099 -0.353183 -1.038163   \n",
       "6                       0            3  4.415629 -0.353183  0.136479   \n",
       "7                       0            3  2.594594 -0.353183 -0.744502   \n",
       "8                       0            2 -0.451950 -0.353183 -0.744502   \n",
       "9                       0            3 -0.087743 -0.353183 -1.038163   \n",
       "10                      0            3  1.255886 -0.353183 -1.038163   \n",
       "11                      0            3  1.831727 -0.353183  0.430140   \n",
       "12                      0            3  0.724341 -0.353183 -0.744502   \n",
       "13                      0            3  0.069752  0.727529 -0.450842   \n",
       "14                      0            3  2.899740 -0.353183  1.311121   \n",
       "15                      0            3  1.979379 -0.353183 -0.744502   \n",
       "16                      0            4 -0.141882  1.808241  0.430140   \n",
       "17                      0            3 -0.314142 -0.353183  0.430140   \n",
       "18                      0            4 -0.294455 -0.353183 -0.744502   \n",
       "19                      0            3  1.201747 -0.353183 -1.038163   \n",
       "20                      0            2 -0.210786 -0.353183 -1.038163   \n",
       "21                      0            3  0.724341  0.727529 -1.038163   \n",
       "22                      0            3 -0.466715 -0.353183 -1.038163   \n",
       "23                      0            2 -0.235394 -0.353183 -1.038163   \n",
       "24                      0            3 -0.097586  0.727529  1.017461   \n",
       "25                      0            3  0.246934  0.727529 -0.744502   \n",
       "26                      0            2  0.512707 -0.353183 -1.038163   \n",
       "27                      0            3 -0.383046 -0.353183 -0.744502   \n",
       "28                      0            4 -0.230473 -0.353183  0.723800   \n",
       "29                      0            3 -0.442107 -0.353183 -0.744502   \n",
       "...                   ...          ...       ...       ...       ...   \n",
       "2268                    0            2  3.785649 -0.353183 -0.744502   \n",
       "2269                    0            3 -0.402733 -0.353183 -0.744502   \n",
       "2270                    0            3 -0.486402  1.808241  2.485764   \n",
       "2271                    0            3  0.340447  0.727529  0.136479   \n",
       "2272                    0            3  0.473333 -0.353183  1.898443   \n",
       "2273                    0            3 -0.574993 -0.353183 -0.744502   \n",
       "2274                    0            5 -0.584836 -0.353183 -0.157181   \n",
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       "2276                    0            4 -0.574993  0.727529 -0.157181   \n",
       "2277                    0            5 -0.579915 -0.353183 -0.450842   \n",
       "2278                    0            3  0.512707 -0.353183 -0.450842   \n",
       "2279                    0            3  0.059909 -0.353183  0.430140   \n",
       "2280                    0            5  0.768636 -0.353183  1.898443   \n",
       "2281                    0            3 -0.437185 -0.353183  0.430140   \n",
       "2282                    0            3 -0.289533 -0.353183 -0.450842   \n",
       "2283                    0            4 -0.486402 -0.353183 -0.157181   \n",
       "2284                    0            3 -0.540541  0.727529  4.247727   \n",
       "2285                    0            3  0.931053 -0.353183 -0.157181   \n",
       "2286                    0            2  3.406677 -0.353183 -1.038163   \n",
       "2287                    1            3  3.997283 -0.353183 -0.450842   \n",
       "2288                    0            3 -0.560228  0.727529 -0.157181   \n",
       "2289                    1            3 -0.550384 -0.353183 -0.744502   \n",
       "2290                    0            3 -0.437185 -0.353183  0.430140   \n",
       "2291                    0            4 -0.387968 -0.353183  1.017461   \n",
       "2292                    0            5  1.521659  1.808241  3.954066   \n",
       "2293                    0            3 -0.560228  1.808241 -0.157181   \n",
       "2294                    0            3  0.389664 -0.353183 -0.450842   \n",
       "2295                    0            3 -0.520854 -0.353183 -1.038163   \n",
       "2296                    0            3 -0.530697 -0.353183 -0.450842   \n",
       "2297                    0            3 -0.555306  0.727529  0.723800   \n",
       "\n",
       "     Resolution_Wont Fix_new Resolution_Out of Date_new  \n",
       "0                          0                          0  \n",
       "1                          0                          0  \n",
       "2                          0                          0  \n",
       "3                          0                          0  \n",
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       "8                          0                          0  \n",
       "9                          0                          0  \n",
       "10                         0                          0  \n",
       "11                         0                          0  \n",
       "12                         0                          0  \n",
       "13                         0                          0  \n",
       "14                         0                          0  \n",
       "15                         0                          0  \n",
       "16                         0                          0  \n",
       "17                         0                          0  \n",
       "18                         0                          0  \n",
       "19                         0                          0  \n",
       "20                         0                          0  \n",
       "21                         0                          0  \n",
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       "23                         0                          0  \n",
       "24                         0                          0  \n",
       "25                         0                          0  \n",
       "26                         0                          0  \n",
       "27                         0                          0  \n",
       "28                         0                          0  \n",
       "29                         0                          0  \n",
       "...                      ...                        ...  \n",
       "2268                       0                          1  \n",
       "2269                       1                          0  \n",
       "2270                       0                          0  \n",
       "2271                       0                          0  \n",
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       "2278                       0                          0  \n",
       "2279                       0                          0  \n",
       "2280                       0                          0  \n",
       "2281                       0                          0  \n",
       "2282                       0                          0  \n",
       "2283                       0                          0  \n",
       "2284                       0                          0  \n",
       "2285                       0                          0  \n",
       "2286                       0                          1  \n",
       "2287                       1                          0  \n",
       "2288                       0                          0  \n",
       "2289                       1                          0  \n",
       "2290                       0                          0  \n",
       "2291                       0                          0  \n",
       "2292                       0                          0  \n",
       "2293                       0                          0  \n",
       "2294                       0                          0  \n",
       "2295                       0                          0  \n",
       "2296                       0                          0  \n",
       "2297                       0                          0  \n",
       "\n",
       "[2298 rows x 57 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bin_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#trash_priority=[0,1]\n",
    "#bin_data['Priority_ord_new']=numpy.where((bin_data['Priority_ord'].isin (trash_priority)==True),2,bin_data['Priority_ord'])\n",
    "clust_data=bin_data[['Docs_lab',\n",
    " 'Build_lab',\n",
    " 'MonitorManage_lab',\n",
    " 'ESB_lab',\n",
    " 'EDS_lab',\n",
    " 'JBPM_lab',\n",
    " 'JMS_lab',\n",
    " 'Tools_lab',\n",
    " 'EAP_lab',\n",
    " 'jUddi_lab',\n",
    " 'BPEL_lab',\n",
    " 'JBossWS_lab',\n",
    " 'JBRules_lab',\n",
    " 'Examples_lab',\n",
    " 'Other_lab','was_reopened','Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Out of Date_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new','Resolution_Migrated to another ITS', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.451950</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.087743</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1.255886</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1.831727</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.724341</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.069752</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-0.450842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.899740</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>1.311121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1.979379</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.141882</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>0.430140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.314142</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.294455</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1.201747</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.210786</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.724341</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.466715</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.235394</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.097586</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>1.017461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.246934</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.512707</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.383046</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.230473</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.723800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.442107</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.785649</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2269</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.402733</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2270</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.486402</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>2.485764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2271</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.340447</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>0.136479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2272</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.473333</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>1.898443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2273</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.574993</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2274</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.584836</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.157181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2275</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.491324</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.157181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2276</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.574993</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-0.157181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2277</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.579915</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2278</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.512707</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2279</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.059909</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.768636</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>1.898443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2281</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.437185</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2282</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.289533</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.486402</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.157181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2284</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.540541</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>4.247727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2285</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.931053</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.157181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2286</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.406677</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2287</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.997283</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2288</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.560228</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>-0.157181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2289</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.550384</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.744502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.437185</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>0.430140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.387968</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>1.017461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2292</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1.521659</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>3.954066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2293</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>-0.560228</td>\n",
       "      <td>1.808241</td>\n",
       "      <td>-0.157181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
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       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
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       "      <td>3</td>\n",
       "      <td>-0.520854</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-1.038163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>-0.530697</td>\n",
       "      <td>-0.353183</td>\n",
       "      <td>-0.450842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2297</th>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>3</td>\n",
       "      <td>-0.555306</td>\n",
       "      <td>0.727529</td>\n",
       "      <td>0.723800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2298 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Docs_lab  Build_lab  MonitorManage_lab  ESB_lab  EDS_lab  JBPM_lab  \\\n",
       "0            0          0                  0        0        1         0   \n",
       "1            0          0                  0        0        0         1   \n",
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       "...        ...        ...                ...      ...      ...       ...   \n",
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       "\n",
       "      JMS_lab  Tools_lab  EAP_lab  jUddi_lab    ...      Resolution_Done  \\\n",
       "0           0          0        0          0    ...                    1   \n",
       "1           0          0        0          0    ...                    0   \n",
       "2           0          1        0          0    ...                    0   \n",
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       "19          0          0        0          0    ...                    0   \n",
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       "...       ...        ...      ...        ...    ...                  ...   \n",
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       "2281        0          0        0          0    ...                    1   \n",
       "2282        0          0        0          0    ...                    1   \n",
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       "2284        0          0        0          0    ...                    1   \n",
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       "2292        0          0        0          1    ...                    1   \n",
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       "2295        0          0        0          0    ...                    0   \n",
       "2296        0          0        0          0    ...                    1   \n",
       "2297        0          0        0          0    ...                    1   \n",
       "\n",
       "      Resolution_Duplicate Issue  Resolution_Out of Date_new  \\\n",
       "0                              0                           0   \n",
       "1                              0                           0   \n",
       "2                              0                           0   \n",
       "3                              0                           0   \n",
       "4                              0                           0   \n",
       "5                              0                           0   \n",
       "6                              0                           0   \n",
       "7                              0                           0   \n",
       "8                              0                           0   \n",
       "9                              0                           0   \n",
       "10                             0                           0   \n",
       "11                             0                           0   \n",
       "12                             0                           0   \n",
       "13                             0                           0   \n",
       "14                             0                           0   \n",
       "15                             0                           0   \n",
       "16                             0                           0   \n",
       "17                             0                           0   \n",
       "18                             0                           0   \n",
       "19                             0                           0   \n",
       "20                             0                           0   \n",
       "21                             0                           0   \n",
       "22                             0                           0   \n",
       "23                             0                           0   \n",
       "24                             0                           0   \n",
       "25                             0                           0   \n",
       "26                             0                           0   \n",
       "27                             0                           0   \n",
       "28                             0                           0   \n",
       "29                             0                           0   \n",
       "...                          ...                         ...   \n",
       "2268                           0                           1   \n",
       "2269                           0                           0   \n",
       "2270                           0                           0   \n",
       "2271                           0                           0   \n",
       "2272                           0                           0   \n",
       "2273                           0                           0   \n",
       "2274                           0                           0   \n",
       "2275                           0                           0   \n",
       "2276                           0                           0   \n",
       "2277                           0                           0   \n",
       "2278                           0                           0   \n",
       "2279                           0                           0   \n",
       "2280                           0                           0   \n",
       "2281                           0                           0   \n",
       "2282                           0                           0   \n",
       "2283                           0                           0   \n",
       "2284                           0                           0   \n",
       "2285                           0                           0   \n",
       "2286                           0                           1   \n",
       "2287                           0                           0   \n",
       "2288                           0                           0   \n",
       "2289                           0                           0   \n",
       "2290                           0                           0   \n",
       "2291                           0                           0   \n",
       "2292                           0                           0   \n",
       "2293                           0                           0   \n",
       "2294                           0                           0   \n",
       "2295                           1                           0   \n",
       "2296                           0                           0   \n",
       "2297                           0                           0   \n",
       "\n",
       "      Resolution_Rejected  Resolution_Wont Fix_new  \\\n",
       "0                       0                        0   \n",
       "1                       0                        0   \n",
       "2                       0                        0   \n",
       "3                       0                        0   \n",
       "4                       0                        0   \n",
       "5                       0                        0   \n",
       "6                       0                        0   \n",
       "7                       0                        0   \n",
       "8                       0                        0   \n",
       "9                       0                        0   \n",
       "10                      0                        0   \n",
       "11                      0                        0   \n",
       "12                      0                        0   \n",
       "13                      0                        0   \n",
       "14                      0                        0   \n",
       "15                      0                        0   \n",
       "16                      0                        0   \n",
       "17                      0                        0   \n",
       "18                      0                        0   \n",
       "19                      0                        0   \n",
       "20                      0                        0   \n",
       "21                      0                        0   \n",
       "22                      0                        0   \n",
       "23                      0                        0   \n",
       "24                      0                        0   \n",
       "25                      0                        0   \n",
       "26                      0                        0   \n",
       "27                      0                        0   \n",
       "28                      0                        0   \n",
       "29                      0                        0   \n",
       "...                   ...                      ...   \n",
       "2268                    0                        0   \n",
       "2269                    0                        1   \n",
       "2270                    0                        0   \n",
       "2271                    0                        0   \n",
       "2272                    0                        0   \n",
       "2273                    0                        0   \n",
       "2274                    0                        0   \n",
       "2275                    0                        0   \n",
       "2276                    0                        0   \n",
       "2277                    0                        0   \n",
       "2278                    0                        0   \n",
       "2279                    0                        0   \n",
       "2280                    0                        0   \n",
       "2281                    0                        0   \n",
       "2282                    0                        0   \n",
       "2283                    1                        0   \n",
       "2284                    0                        0   \n",
       "2285                    0                        0   \n",
       "2286                    0                        0   \n",
       "2287                    0                        1   \n",
       "2288                    0                        0   \n",
       "2289                    0                        1   \n",
       "2290                    0                        0   \n",
       "2291                    0                        0   \n",
       "2292                    0                        0   \n",
       "2293                    0                        0   \n",
       "2294                    0                        0   \n",
       "2295                    0                        0   \n",
       "2296                    0                        0   \n",
       "2297                    0                        0   \n",
       "\n",
       "      Resolution_Migrated to another ITS  Priority_ord  norm_ttr  norm_att  \\\n",
       "0                                      0             3 -0.412576 -0.353183   \n",
       "1                                      1             3 -0.235394 -0.353183   \n",
       "2                                      1             4  0.670202 -0.353183   \n",
       "3                                      1             3 -0.053291  1.808241   \n",
       "4                                      1             2  0.798166 -0.353183   \n",
       "5                                      1             2 -0.191099 -0.353183   \n",
       "6                                      1             3  4.415629 -0.353183   \n",
       "7                                      1             3  2.594594 -0.353183   \n",
       "8                                      1             2 -0.451950 -0.353183   \n",
       "9                                      1             3 -0.087743 -0.353183   \n",
       "10                                     1             3  1.255886 -0.353183   \n",
       "11                                     1             3  1.831727 -0.353183   \n",
       "12                                     1             3  0.724341 -0.353183   \n",
       "13                                     1             3  0.069752  0.727529   \n",
       "14                                     1             3  2.899740 -0.353183   \n",
       "15                                     1             3  1.979379 -0.353183   \n",
       "16                                     1             4 -0.141882  1.808241   \n",
       "17                                     1             3 -0.314142 -0.353183   \n",
       "18                                     1             4 -0.294455 -0.353183   \n",
       "19                                     1             3  1.201747 -0.353183   \n",
       "20                                     1             2 -0.210786 -0.353183   \n",
       "21                                     1             3  0.724341  0.727529   \n",
       "22                                     1             3 -0.466715 -0.353183   \n",
       "23                                     1             2 -0.235394 -0.353183   \n",
       "24                                     1             3 -0.097586  0.727529   \n",
       "25                                     1             3  0.246934  0.727529   \n",
       "26                                     1             2  0.512707 -0.353183   \n",
       "27                                     1             3 -0.383046 -0.353183   \n",
       "28                                     1             4 -0.230473 -0.353183   \n",
       "29                                     1             3 -0.442107 -0.353183   \n",
       "...                                  ...           ...       ...       ...   \n",
       "2268                                   0             2  3.785649 -0.353183   \n",
       "2269                                   0             3 -0.402733 -0.353183   \n",
       "2270                                   0             3 -0.486402  1.808241   \n",
       "2271                                   0             3  0.340447  0.727529   \n",
       "2272                                   0             3  0.473333 -0.353183   \n",
       "2273                                   0             3 -0.574993 -0.353183   \n",
       "2274                                   0             5 -0.584836 -0.353183   \n",
       "2275                                   0             2 -0.491324 -0.353183   \n",
       "2276                                   0             4 -0.574993  0.727529   \n",
       "2277                                   0             5 -0.579915 -0.353183   \n",
       "2278                                   0             3  0.512707 -0.353183   \n",
       "2279                                   0             3  0.059909 -0.353183   \n",
       "2280                                   0             5  0.768636 -0.353183   \n",
       "2281                                   0             3 -0.437185 -0.353183   \n",
       "2282                                   0             3 -0.289533 -0.353183   \n",
       "2283                                   0             4 -0.486402 -0.353183   \n",
       "2284                                   0             3 -0.540541  0.727529   \n",
       "2285                                   0             3  0.931053 -0.353183   \n",
       "2286                                   0             2  3.406677 -0.353183   \n",
       "2287                                   0             3  3.997283 -0.353183   \n",
       "2288                                   0             3 -0.560228  0.727529   \n",
       "2289                                   0             3 -0.550384 -0.353183   \n",
       "2290                                   0             3 -0.437185 -0.353183   \n",
       "2291                                   0             4 -0.387968 -0.353183   \n",
       "2292                                   0             5  1.521659  1.808241   \n",
       "2293                                   0             3 -0.560228  1.808241   \n",
       "2294                                   0             3  0.389664 -0.353183   \n",
       "2295                                   0             3 -0.520854 -0.353183   \n",
       "2296                                   0             3 -0.530697 -0.353183   \n",
       "2297                                   0             3 -0.555306  0.727529   \n",
       "\n",
       "      norm_comm  \n",
       "0     -0.744502  \n",
       "1     -0.450842  \n",
       "2      0.136479  \n",
       "3      0.430140  \n",
       "4      0.136479  \n",
       "5     -1.038163  \n",
       "6      0.136479  \n",
       "7     -0.744502  \n",
       "8     -0.744502  \n",
       "9     -1.038163  \n",
       "10    -1.038163  \n",
       "11     0.430140  \n",
       "12    -0.744502  \n",
       "13    -0.450842  \n",
       "14     1.311121  \n",
       "15    -0.744502  \n",
       "16     0.430140  \n",
       "17     0.430140  \n",
       "18    -0.744502  \n",
       "19    -1.038163  \n",
       "20    -1.038163  \n",
       "21    -1.038163  \n",
       "22    -1.038163  \n",
       "23    -1.038163  \n",
       "24     1.017461  \n",
       "25    -0.744502  \n",
       "26    -1.038163  \n",
       "27    -0.744502  \n",
       "28     0.723800  \n",
       "29    -0.744502  \n",
       "...         ...  \n",
       "2268  -0.744502  \n",
       "2269  -0.744502  \n",
       "2270   2.485764  \n",
       "2271   0.136479  \n",
       "2272   1.898443  \n",
       "2273  -0.744502  \n",
       "2274  -0.157181  \n",
       "2275  -0.157181  \n",
       "2276  -0.157181  \n",
       "2277  -0.450842  \n",
       "2278  -0.450842  \n",
       "2279   0.430140  \n",
       "2280   1.898443  \n",
       "2281   0.430140  \n",
       "2282  -0.450842  \n",
       "2283  -0.157181  \n",
       "2284   4.247727  \n",
       "2285  -0.157181  \n",
       "2286  -1.038163  \n",
       "2287  -0.450842  \n",
       "2288  -0.157181  \n",
       "2289  -0.744502  \n",
       "2290   0.430140  \n",
       "2291   1.017461  \n",
       "2292   3.954066  \n",
       "2293  -0.157181  \n",
       "2294  -0.450842  \n",
       "2295  -1.038163  \n",
       "2296  -0.450842  \n",
       "2297   0.723800  \n",
       "\n",
       "[2298 rows x 26 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clust_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "def corr_heatmap(data):\n",
    "    fig, ax = plt.subplots()\n",
    "    fig.set_size_inches(8,8)\n",
    "    corr_ = data.corr(method='pearson')\n",
    "    ax.set_xticks(numpy.arange(len(list(data))))\n",
    "    ax.set_yticks(numpy.arange(len(list(data))))\n",
    "    ax.set_xticklabels(list(data),rotation=90)\n",
    "    ax.set_yticklabels(list(data))\n",
    "    im = ax.imshow(corr_)\n",
    "    plt.colorbar(im)\n",
    "    return plt.show()\n",
    "\n",
    "\n",
    "corr_heatmap(clust_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
    "from scipy.spatial.distance import cdist\n",
    "\n",
    "def silh_index(data):\n",
    "    silh_ind={}\n",
    "    for i in range(3,20):\n",
    "        kmeans=KMeans(n_clusters=i, random_state=42)\n",
    "        labi=kmeans.fit_predict(data)\n",
    "        silhouette_avg = silhouette_score(data,labi, metric='minkowski')\n",
    "        silh_ind.update({i:silhouette_avg})\n",
    "    plt.figure()\n",
    "    plt.xticks(range(len(silh_ind)), silh_ind.keys(),rotation=90, rotation_mode='anchor')    \n",
    "    plt.bar(range(len(silh_ind)), silh_ind.values(), align='center')\n",
    "    plt.title('The Silhouette Method showing the optimal clusters for K-means')\n",
    "    return plt.bar\n",
    "\n",
    "silh_index(clust_data)\n",
    "\n",
    "def caha_index(data):\n",
    "    caha_ind={}\n",
    "    for i in range(3,16):\n",
    "        kmeans=KMeans(n_clusters=i, random_state=0).fit(data)\n",
    "        cllab = kmeans.labels_\n",
    "        caha=metrics.calinski_harabaz_score(data, cllab) \n",
    "        caha_ind.update({i:caha})   \n",
    "    plt.figure()\n",
    "    plt.xticks(range(len(caha_ind)), caha_ind.keys(),rotation=90, rotation_mode='anchor')    \n",
    "    plt.bar(range(len(caha_ind)), caha_ind.values(), align='center')\n",
    "    \n",
    "    return plt.bar \n",
    "\n",
    "#caha_index(clust_data)\n",
    "\n",
    "def db_index(data):\n",
    "    db_ind={}\n",
    "    for i in range(3,16):\n",
    "        kmeans=KMeans(n_clusters=i, random_state=0).fit(data)\n",
    "        cllab = kmeans.labels_\n",
    "        dbi=metrics.davies_bouldin_score(data, cllab) \n",
    "        db_ind.update({i:dbi})   \n",
    "    plt.figure()\n",
    "    plt.xticks(range(len(db_ind)), db_ind.keys(),rotation=90, rotation_mode='anchor')    \n",
    "    plt.bar(range(len(db_ind)), db_ind.values(), align='center')\n",
    "    return plt.bar \n",
    "\n",
    "#db_index(clust_data) в 20-той версии\n",
    "\n",
    "def elbow(data):\n",
    "    distortions=[]\n",
    "    K = range(3,20)\n",
    "    for i in K:\n",
    "        kmeans=KMeans(n_clusters=i, random_state=0).fit(data)\n",
    "        distortions.append(sum(numpy.min(cdist(data, kmeans.cluster_centers_, 'euclidean'), axis=1)) / data.shape[0])\n",
    "        \n",
    "    plt.figure()\n",
    "    plt.plot(K, distortions, 'bx-')\n",
    "    plt.xlabel('k')\n",
    "    plt.ylabel('Distortion')\n",
    "    plt.title('The Elbow Method showing the optimal clusters for K-means')\n",
    "    return plt.show()     \n",
    " \n",
    "#elbow(clust_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: {'BPEL_lab': 0.024, 'Resolution_Done': 0.837, 'JMS_lab': 0.033, 'JBPM_lab': 0.139, 'was_reopened': 0.498, 'Resolution_Duplicate Issue': 0.019, 'Priority_ord': 3.67, 'Tools_lab': 0.072, 'MonitorManage_lab': 0.072, 'norm_ttr': -0.036, 'EDS_lab': 0.129, 'Build_lab': 0.187, 'norm_att': 1.969, 'Examples_lab': 0.096, 'Docs_lab': 0.153, 'JBossWS_lab': 0.057, 'Resolution_Out of Date_new': 0.019, 'jUddi_lab': 0.067, 'ESB_lab': 0.23, 'norm_comm': 2.004, 'Resolution_Wont Fix_new': 0.043, 'Other_lab': 0.067, 'Resolution_Rejected': 0.057, 'JBRules_lab': 0.029, 'Resolution_Migrated to another ITS': 0.024, 'EAP_lab': 0.048}, 1: {'BPEL_lab': 0.03, 'Resolution_Done': 0.78, 'JMS_lab': 0.007, 'JBPM_lab': 0.068, 'was_reopened': 0.189, 'Resolution_Duplicate Issue': 0.041, 'Priority_ord': 3.174, 'Tools_lab': 0.092, 'MonitorManage_lab': 0.047, 'norm_ttr': -0.348, 'EDS_lab': 0.177, 'Build_lab': 0.166, 'norm_att': -0.207, 'Examples_lab': 0.074, 'Docs_lab': 0.136, 'JBossWS_lab': 0.02, 'Resolution_Out of Date_new': 0.012, 'jUddi_lab': 0.018, 'ESB_lab': 0.285, 'norm_comm': -0.203, 'Resolution_Wont Fix_new': 0.048, 'Other_lab': 0.032, 'Resolution_Rejected': 0.073, 'JBRules_lab': 0.025, 'Resolution_Migrated to another ITS': 0.047, 'EAP_lab': 0.021}, 2: {'BPEL_lab': 0.035, 'Resolution_Done': 0.286, 'JMS_lab': 0.011, 'JBPM_lab': 0.064, 'was_reopened': 0.23, 'Resolution_Duplicate Issue': 0.004, 'Priority_ord': 2.689, 'Tools_lab': 0.081, 'MonitorManage_lab': 0.155, 'norm_ttr': 2.249, 'EDS_lab': 0.039, 'Build_lab': 0.102, 'norm_att': -0.136, 'Examples_lab': 0.113, 'Docs_lab': 0.11, 'JBossWS_lab': 0.046, 'Resolution_Out of Date_new': 0.406, 'jUddi_lab': 0.088, 'ESB_lab': 0.276, 'norm_comm': -0.183, 'Resolution_Wont Fix_new': 0.155, 'Other_lab': 0.035, 'Resolution_Rejected': 0.018, 'JBRules_lab': 0.014, 'Resolution_Migrated to another ITS': 0.131, 'EAP_lab': 0.053}}\n",
      "cluster_km\n",
      "0     209\n",
      "1    1806\n",
      "2     283\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "def km_clustering(n,data): \n",
    "    headers=list(data)\n",
    "    zz={}\n",
    "    km = KMeans(n_clusters=n, random_state=42).fit(data)\n",
    "    data['cluster_km'] = km.labels_\n",
    "    zentr=numpy.round(km.cluster_centers_, 3)    \n",
    "\n",
    "    for i in range(n):\n",
    "        zrow=zentr[i,:]\n",
    "        zi=dict(zip(headers, zrow))\n",
    "        zz.update({i:zi})             \n",
    "    print(zz) \n",
    "    return data\n",
    "\n",
    "data_km=clust_data[['Docs_lab', 'Build_lab', 'MonitorManage_lab', 'ESB_lab', 'EDS_lab', 'JBPM_lab', 'JMS_lab', 'Tools_lab', 'EAP_lab', 'jUddi_lab', 'BPEL_lab', 'JBossWS_lab', 'JBRules_lab', 'Examples_lab', 'Other_lab','was_reopened', 'Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Out of Date_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new','Resolution_Migrated to another ITS', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n",
    "d_km=km_clustering(3,data_km)\n",
    "print (d_km.groupby(['cluster_km']).size())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/usr/local/lib/python3.5/dist-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.mixture import GaussianMixture\n",
    "\n",
    "\n",
    "def AIC_BIC(data):\n",
    "    plt.figure()\n",
    "    n_components = numpy.arange(3, 15)    \n",
    "    models = [GaussianMixture(n, covariance_type='tied', random_state=0).fit(data)\n",
    "              for n in n_components]\n",
    "    plt.plot(n_components, [m.bic(data) for m in models], label='BIC')\n",
    "    plt.plot(n_components, [m.aic(data) for m in models], label='AIC')\n",
    "    plt.legend() \n",
    "    plt.title('BIC/AIC showing the optimal clusters for EM')\n",
    "    plt.grid(True)\n",
    "    return plt\n",
    "\n",
    "AIC_BIC(clust_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster # 0, count: 138\n",
      "Docs_lab                              0.144928\n",
      "Build_lab                             0.224638\n",
      "MonitorManage_lab                     0.065217\n",
      "ESB_lab                               0.000000\n",
      "EDS_lab                               0.391304\n",
      "JBPM_lab                              0.072464\n",
      "JMS_lab                               0.000000\n",
      "Tools_lab                             0.108696\n",
      "EAP_lab                               0.014493\n",
      "jUddi_lab                             0.000000\n",
      "BPEL_lab                              0.021739\n",
      "JBossWS_lab                           0.043478\n",
      "JBRules_lab                           0.028986\n",
      "Examples_lab                          0.000000\n",
      "Other_lab                             0.036232\n",
      "was_reopened                          0.000000\n",
      "Resolution_Done                       1.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          4.978261\n",
      "norm_ttr                             -0.429089\n",
      "norm_att                             -0.141739\n",
      "norm_comm                            -0.103982\n",
      "cluster_em                            0.000000\n",
      "dtype: float64\n",
      "Cluster # 1, count: 256\n",
      "Docs_lab                              0.199219\n",
      "Build_lab                             0.292969\n",
      "MonitorManage_lab                     0.089844\n",
      "ESB_lab                               0.000000\n",
      "EDS_lab                               0.125000\n",
      "JBPM_lab                              0.113281\n",
      "JMS_lab                               0.000000\n",
      "Tools_lab                             0.132812\n",
      "EAP_lab                               0.042969\n",
      "jUddi_lab                             0.000000\n",
      "BPEL_lab                              0.082031\n",
      "JBossWS_lab                           0.027344\n",
      "JBRules_lab                           0.039062\n",
      "Examples_lab                          0.062500\n",
      "Other_lab                             0.019531\n",
      "was_reopened                          1.000000\n",
      "Resolution_Done                       1.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          3.300781\n",
      "norm_ttr                              0.134081\n",
      "norm_att                              0.005647\n",
      "norm_comm                             0.597618\n",
      "cluster_em                            1.000000\n",
      "dtype: float64\n",
      "Cluster # 2, count: 367\n",
      "Docs_lab                              0.051771\n",
      "Build_lab                             0.152589\n",
      "MonitorManage_lab                     0.098093\n",
      "ESB_lab                               0.275204\n",
      "EDS_lab                               0.185286\n",
      "JBPM_lab                              0.057221\n",
      "JMS_lab                               0.021798\n",
      "Tools_lab                             0.081744\n",
      "EAP_lab                               0.013624\n",
      "jUddi_lab                             0.016349\n",
      "BPEL_lab                              0.027248\n",
      "JBossWS_lab                           0.032698\n",
      "JBRules_lab                           0.027248\n",
      "Examples_lab                          0.084469\n",
      "Other_lab                             0.051771\n",
      "was_reopened                          0.168937\n",
      "Resolution_Done                       0.000000\n",
      "Resolution_Duplicate Issue            0.215259\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.403270\n",
      "Resolution_Wont Fix_new               0.381471\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          3.095368\n",
      "norm_ttr                             -0.058159\n",
      "norm_att                              0.023741\n",
      "norm_comm                            -0.254801\n",
      "cluster_em                            2.000000\n",
      "dtype: float64\n",
      "Cluster # 3, count: 9\n",
      "Docs_lab                              0.111111\n",
      "Build_lab                             0.222222\n",
      "MonitorManage_lab                     0.000000\n",
      "ESB_lab                               0.111111\n",
      "EDS_lab                               0.000000\n",
      "JBPM_lab                              0.000000\n",
      "JMS_lab                               1.000000\n",
      "Tools_lab                             0.000000\n",
      "EAP_lab                               0.111111\n",
      "jUddi_lab                             0.000000\n",
      "BPEL_lab                              0.000000\n",
      "JBossWS_lab                           0.000000\n",
      "JBRules_lab                           0.000000\n",
      "Examples_lab                          0.000000\n",
      "Other_lab                             0.000000\n",
      "was_reopened                          0.444444\n",
      "Resolution_Done                       1.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          4.444444\n",
      "norm_ttr                             -0.128757\n",
      "norm_att                              0.247213\n",
      "norm_comm                             1.050090\n",
      "cluster_em                            3.000000\n",
      "dtype: float64\n",
      "Cluster # 4, count: 126\n",
      "Docs_lab                              0.134921\n",
      "Build_lab                             0.087302\n",
      "MonitorManage_lab                     0.063492\n",
      "ESB_lab                               0.246032\n",
      "EDS_lab                               0.095238\n",
      "JBPM_lab                              0.111111\n",
      "JMS_lab                               0.023810\n",
      "Tools_lab                             0.079365\n",
      "EAP_lab                               0.031746\n",
      "jUddi_lab                             0.039683\n",
      "BPEL_lab                              0.071429\n",
      "JBossWS_lab                           0.079365\n",
      "JBRules_lab                           0.000000\n",
      "Examples_lab                          0.055556\n",
      "Other_lab                             0.079365\n",
      "was_reopened                          0.134921\n",
      "Resolution_Done                       0.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    1.000000\n",
      "Priority_ord                          2.920635\n",
      "norm_ttr                              0.589072\n",
      "norm_att                             -0.087294\n",
      "norm_comm                            -0.385584\n",
      "cluster_em                            4.000000\n",
      "dtype: float64\n",
      "Cluster # 5, count: 140\n",
      "Docs_lab                              0.135714\n",
      "Build_lab                             0.178571\n",
      "MonitorManage_lab                     0.035714\n",
      "ESB_lab                               0.321429\n",
      "EDS_lab                               0.064286\n",
      "JBPM_lab                              0.057143\n",
      "JMS_lab                               0.021429\n",
      "Tools_lab                             0.078571\n",
      "EAP_lab                               0.071429\n",
      "jUddi_lab                             0.050000\n",
      "BPEL_lab                              0.007143\n",
      "JBossWS_lab                           0.050000\n",
      "JBRules_lab                           0.014286\n",
      "Examples_lab                          0.171429\n",
      "Other_lab                             0.035714\n",
      "was_reopened                          0.064286\n",
      "Resolution_Done                       0.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            1.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          2.621429\n",
      "norm_ttr                              1.945946\n",
      "norm_att                             -0.075286\n",
      "norm_comm                            -0.427768\n",
      "cluster_em                            5.000000\n",
      "dtype: float64\n",
      "Cluster # 6, count: 35\n",
      "Docs_lab                              0.257143\n",
      "Build_lab                             0.200000\n",
      "MonitorManage_lab                     0.114286\n",
      "ESB_lab                               0.228571\n",
      "EDS_lab                               0.000000\n",
      "JBPM_lab                              0.400000\n",
      "JMS_lab                               0.000000\n",
      "Tools_lab                             0.028571\n",
      "EAP_lab                               0.028571\n",
      "jUddi_lab                             0.000000\n",
      "BPEL_lab                              0.028571\n",
      "JBossWS_lab                           0.114286\n",
      "JBRules_lab                           0.028571\n",
      "Examples_lab                          0.085714\n",
      "Other_lab                             0.028571\n",
      "was_reopened                          0.600000\n",
      "Resolution_Done                       1.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          3.800000\n",
      "norm_ttr                              0.149625\n",
      "norm_att                              1.530344\n",
      "norm_comm                             4.407143\n",
      "cluster_em                            6.000000\n",
      "dtype: float64\n",
      "Cluster # 7, count: 712\n",
      "Docs_lab                              0.165730\n",
      "Build_lab                             0.188202\n",
      "MonitorManage_lab                     0.068820\n",
      "ESB_lab                               0.000000\n",
      "EDS_lab                               0.245787\n",
      "JBPM_lab                              0.092697\n",
      "JMS_lab                               0.000000\n",
      "Tools_lab                             0.132022\n",
      "EAP_lab                               0.040730\n",
      "jUddi_lab                             0.000000\n",
      "BPEL_lab                              0.029494\n",
      "JBossWS_lab                           0.015449\n",
      "JBRules_lab                           0.035112\n",
      "Examples_lab                          0.067416\n",
      "Other_lab                             0.050562\n",
      "was_reopened                          0.000000\n",
      "Resolution_Done                       1.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          2.919944\n",
      "norm_ttr                             -0.284052\n",
      "norm_att                             -0.107291\n",
      "norm_comm                            -0.179866\n",
      "cluster_em                            7.000000\n",
      "dtype: float64\n",
      "Cluster # 8, count: 11\n",
      "Docs_lab                              0.090909\n",
      "Build_lab                             0.090909\n",
      "MonitorManage_lab                     0.181818\n",
      "ESB_lab                               0.272727\n",
      "EDS_lab                               0.363636\n",
      "JBPM_lab                              0.181818\n",
      "JMS_lab                               0.000000\n",
      "Tools_lab                             0.090909\n",
      "EAP_lab                               0.000000\n",
      "jUddi_lab                             0.000000\n",
      "BPEL_lab                              0.000000\n",
      "JBossWS_lab                           0.000000\n",
      "JBRules_lab                           0.000000\n",
      "Examples_lab                          0.090909\n",
      "Other_lab                             0.000000\n",
      "was_reopened                          0.545455\n",
      "Resolution_Done                       1.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          3.363636\n",
      "norm_ttr                              0.164607\n",
      "norm_att                              8.390761\n",
      "norm_comm                             1.951835\n",
      "cluster_em                            8.000000\n",
      "dtype: float64\n",
      "Cluster # 9, count: 450\n",
      "Docs_lab                              0.100000\n",
      "Build_lab                             0.044444\n",
      "MonitorManage_lab                     0.017778\n",
      "ESB_lab                               1.000000\n",
      "EDS_lab                               0.004444\n",
      "JBPM_lab                              0.011111\n",
      "JMS_lab                               0.000000\n",
      "Tools_lab                             0.011111\n",
      "EAP_lab                               0.000000\n",
      "jUddi_lab                             0.000000\n",
      "BPEL_lab                              0.004444\n",
      "JBossWS_lab                           0.008889\n",
      "JBRules_lab                           0.006667\n",
      "Examples_lab                          0.120000\n",
      "Other_lab                             0.000000\n",
      "was_reopened                          0.271111\n",
      "Resolution_Done                       1.000000\n",
      "Resolution_Duplicate Issue            0.000000\n",
      "Resolution_Out of Date_new            0.000000\n",
      "Resolution_Rejected                   0.000000\n",
      "Resolution_Wont Fix_new               0.000000\n",
      "Resolution_Migrated to another ITS    0.000000\n",
      "Priority_ord                          3.117778\n",
      "norm_ttr                             -0.291021\n",
      "norm_att                             -0.161057\n",
      "norm_comm                            -0.041022\n",
      "cluster_em                            9.000000\n",
      "dtype: float64\n",
      "Cluster # 10, count: 54\n",
      "Docs_lab                               0.166667\n",
      "Build_lab                              0.111111\n",
      "MonitorManage_lab                      0.000000\n",
      "ESB_lab                                0.037037\n",
      "EDS_lab                                0.037037\n",
      "JBPM_lab                               0.000000\n",
      "JMS_lab                                0.000000\n",
      "Tools_lab                              0.074074\n",
      "EAP_lab                                0.000000\n",
      "jUddi_lab                              1.000000\n",
      "BPEL_lab                               0.037037\n",
      "JBossWS_lab                            0.000000\n",
      "JBRules_lab                            0.000000\n",
      "Examples_lab                           0.018519\n",
      "Other_lab                              0.000000\n",
      "was_reopened                           0.240741\n",
      "Resolution_Done                        1.000000\n",
      "Resolution_Duplicate Issue             0.000000\n",
      "Resolution_Out of Date_new             0.000000\n",
      "Resolution_Rejected                    0.000000\n",
      "Resolution_Wont Fix_new                0.000000\n",
      "Resolution_Migrated to another ITS     0.000000\n",
      "Priority_ord                           3.074074\n",
      "norm_ttr                               0.498033\n",
      "norm_att                               0.587437\n",
      "norm_comm                              0.457331\n",
      "cluster_em                            10.000000\n",
      "dtype: float64\n",
      "20.76260631275545\n",
      "[29.56128441 23.32350672 16.00298386 ... 15.54240534 31.23558734\n",
      " 29.81087563]\n"
     ]
    }
   ],
   "source": [
    "def em_clust(data,n):\n",
    "    gmm = GaussianMixture(n_components=n, random_state=0,covariance_type='tied',)\n",
    "    gmm.fit(data)\n",
    "    data['cluster_em'] = gmm.predict(data)\n",
    "    for i in range (n):\n",
    "        temp=data[data['cluster_em']==i]\n",
    "        print ('Cluster # '+str(i)+ ', count: '+str(len(temp.index)))\n",
    "        print (temp.mean())\n",
    "        \n",
    "    print (gmm.score(data[['Docs_lab', 'Build_lab', 'MonitorManage_lab', 'ESB_lab', 'EDS_lab', 'JBPM_lab', 'JMS_lab', 'Tools_lab', 'EAP_lab', 'jUddi_lab', 'BPEL_lab', 'JBossWS_lab', 'JBRules_lab', 'Examples_lab', 'Other_lab','was_reopened' ,'Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Out of Date_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new','Resolution_Migrated to another ITS', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n",
    "))\n",
    "    print (gmm.score_samples(data[['Docs_lab', 'Build_lab', 'MonitorManage_lab', 'ESB_lab', 'EDS_lab', 'JBPM_lab', 'JMS_lab', 'Tools_lab', 'EAP_lab', 'jUddi_lab', 'BPEL_lab', 'JBossWS_lab', 'JBRules_lab', 'Examples_lab', 'Other_lab','was_reopened' ,'Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Out of Date_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new','Resolution_Migrated to another ITS', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n",
    "))\n",
    "    return \n",
    "\n",
    "\n",
    "clust_data_gmm=clust_data[['Docs_lab', 'Build_lab', 'MonitorManage_lab', 'ESB_lab', 'EDS_lab', 'JBPM_lab', 'JMS_lab', 'Tools_lab', 'EAP_lab', 'jUddi_lab', 'BPEL_lab', 'JBossWS_lab', 'JBRules_lab', 'Examples_lab', 'Other_lab','was_reopened' ,'Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Out of Date_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new','Resolution_Migrated to another ITS', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n",
    "em_clust(clust_data_gmm,11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
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